Catalog


recipes


wnli_fixed.json

Note

ID: recipes.wnli_fixed.json | Type: SequentialRecipe

{
    "steps": [
        {
            "name": "wnli",
            "path": "glue",
            "type": "load_hf"
        },
        {
            "mix": {
                "test": "validation",
                "train": "train[95%]",
                "validation": "train[5%]"
            },
            "type": "split_random_mix"
        },
        {
            "mappers": {
                "label": {
                    "0": "entailment",
                    "1": "not entailment"
                }
            },
            "type": "map_instance_values"
        },
        {
            "fields": {
                "choices": [
                    "entailment",
                    "not entailment"
                ]
            },
            "type": "add_fields"
        },
        {
            "inputs": [
                "choices",
                "sentence1",
                "sentence2"
            ],
            "metrics": [
                "metrics.accuracy"
            ],
            "outputs": [
                "label"
            ],
            "type": "form_task"
        },
        {
            "template": {
                "input_format": "Given this sentence: {sentence1}, classify if this sentence: {sentence2} is {choices}.",
                "output_format": "{label}",
                "type": "input_output_template"
            },
            "type": "render_format_template"
        }
    ],
    "type": "sequential_recipe"
}

References: metrics.accuracy




wnli_5_shot.json

Note

ID: recipes.wnli_5_shot.json | Type: SequentialRecipe

{
    "steps": [
        {
            "name": "wnli",
            "path": "glue",
            "type": "load_hf"
        },
        {
            "mix": {
                "test": "validation",
                "train": "train[95%]",
                "validation": "train[5%]"
            },
            "type": "split_random_mix"
        },
        {
            "slices": {
                "demos_pool": "train[:100]",
                "test": "test",
                "train": "train[100:]",
                "validation": "validation"
            },
            "type": "slice_split"
        },
        {
            "mappers": {
                "label": {
                    "0": "entailment",
                    "1": "not entailment"
                }
            },
            "type": "map_instance_values"
        },
        {
            "fields": {
                "choices": [
                    "entailment",
                    "not entailment"
                ],
                "instance": {
                    "text": "classify if this sentence is entailment or not entailment.",
                    "type": "textual_instruction"
                }
            },
            "type": "add_fields"
        },
        {
            "fields": [
                "choices"
            ],
            "type": "normalize_list_fields"
        },
        {
            "inputs": [
                "choices",
                "sentence1",
                "sentence2"
            ],
            "metrics": [
                "metrics.accuracy"
            ],
            "outputs": [
                "label"
            ],
            "type": "form_task"
        },
        {
            "input_format": "Given this sentence: {sentence1}, classify if this sentence: {sentence2} is {choices}.",
            "output_format": "{label}",
            "type": "input_output_template"
        },
        {
            "sampler": {
                "sample_size": 5,
                "type": "random_sampler"
            },
            "source_stream": "demos_pool",
            "target_field": "demos",
            "type": "spread_split"
        },
        {
            "demo_format": "User: {source}\nAgent: {target}\n\n",
            "model_input_format": "{demos}User: {source}\nAgent: ",
            "type": "system_format"
        }
    ],
    "type": "sequential_recipe"
}

References: metrics.accuracy




wnli.json

Note

ID: recipes.wnli.json | Type: SequentialRecipe

{
    "steps": [
        {
            "name": "wnli",
            "path": "glue",
            "type": "load_hf"
        },
        {
            "mix": {
                "test": "validation",
                "train": "train[95%]",
                "validation": "train[5%]"
            },
            "type": "split_random_mix"
        },
        {
            "mappers": {
                "label": {
                    "0": "entailment",
                    "1": "not entailment"
                }
            },
            "type": "map_instance_values"
        },
        {
            "fields": {
                "choices": [
                    "entailment",
                    "not entailment"
                ],
                "instruction": "Classify the relationship between the two sentences from the choices."
            },
            "type": "add_fields"
        },
        {
            "inputs": [
                "choices",
                "instruction",
                "sentence1",
                "sentence2"
            ],
            "metrics": [
                "metrics.accuracy"
            ],
            "outputs": [
                "label"
            ],
            "type": "form_task"
        },
        {
            "input_format": "Given this sentence: {sentence1}, classify if this sentence: {sentence2} is {choices}.",
            "output_format": "{label}",
            "type": "input_output_template"
        },
        {
            "type": "system_format"
        }
    ],
    "type": "sequential_recipe"
}

References: metrics.accuracy




wnli_3_shot.json

Note

ID: recipes.wnli_3_shot.json | Type: StandardRecipe

{
    "card": "cards.wnli",
    "demos_pool_size": 100,
    "num_demos": 3,
    "template_card_index": 0,
    "type": "standard_recipe"
}

References: cards.wnli




templates


mmlu


helm.json

Note

ID: templates.mmlu.helm.json | Type: InputOutputTemplate

{
    "input_format": "The following are multiple choice questions (with answers) about {topic}.\n\nQuestion: {sentence1}.\nAnswers: {choices}.\nAnswer:",
    "output_format": "{label}",
    "postprocessors": [
        "processors.first_character"
    ],
    "type": "input_output_template"
}

References: processors.first_character




fm_eval.json

Note

ID: templates.mmlu.fm_eval.json | Type: InputOutputTemplate

{
    "input_format": "The following are multiple choice questions (with answers) about {topic}.\n\nQuestion: {sentence1}\nChoose from {numbers}\nAnswers: {choices}\nAnswer:",
    "output_format": "{label}",
    "postprocessors": [
        "processors.first_character"
    ],
    "type": "input_output_template"
}

References: processors.first_character




lm_eval_harness.json

Note

ID: templates.mmlu.lm_eval_harness.json | Type: InputOutputTemplate

{
    "input_format": "Question: {sentence1}.\nChoices:\n{choices}.\nAnswer:",
    "output_format": "{label}",
    "postprocessors": [
        "processors.first_character"
    ],
    "type": "input_output_template"
}

References: processors.first_character




original.json

Note

ID: templates.mmlu.original.json | Type: InputOutputTemplate

{
    "input_format": "The following are multiple choice questions (with answers) about {topic}.\n{sentence1}.\nAnswers: {choices}.\nAnswer:",
    "output_format": "{label}",
    "postprocessors": [
        "processors.first_character"
    ],
    "type": "input_output_template"
}

References: processors.first_character




completion


multiple_choice


enumerated.json

Note

ID: templates.completion.multiple_choice.enumerated.json | Type: MultipleChoiceTemplate

{
    "add_numerals_as_field": "numerals",
    "choices_seperator": "\n",
    "input_format": "Pick the best ending to the context.\nContext: {context}...\nChoices:\n{choices}\nAnswer:",
    "postprocessors": [
        "processors.first_character"
    ],
    "target_field": "answer",
    "type": "multiple_choice_template"
}

References: processors.first_character




all.json

Note

ID: templates.completion.multiple_choice.all.json | Type: TemplatesList

{
    "items": [
        "templates.completion.multiple_choice.simple",
        "templates.completion.multiple_choice.enumerated"
    ],
    "type": "templates_list"
}

References: templates.completion.multiple_choice.simple, templates.completion.multiple_choice.enumerated




simple.json

Note

ID: templates.completion.multiple_choice.simple.json | Type: MultipleChoiceTemplate

{
    "choices_seperator": "",
    "input_format": "{context}",
    "postprocessors": [
        "processors.first_character"
    ],
    "source_choice_format": "{choice_text}",
    "target_choice_format": " {choice_text}",
    "target_field": "answer",
    "type": "multiple_choice_template"
}

References: processors.first_character




nli.json

Note

ID: templates.nli.json | Type: TemplatesList

{
    "items": [
        {
            "input_format": "Given this sentence: {premise}, classify if this sentence: {hypothesis} is {choices}.",
            "output_format": "{label}",
            "type": "input_output_template"
        }
    ],
    "type": "templates_list"
}



key_val.json

Note

ID: templates.key_val.json | Type: KeyValTemplate

{
    "type": "key_val_template"
}



translation


directed


all.json

Note

ID: templates.translation.directed.all.json | Type: TemplatesList

{
    "items": [
        "templates.translation.directed.simple"
    ],
    "type": "templates_list"
}

References: templates.translation.directed.simple




simple.json

Note

ID: templates.translation.directed.simple.json | Type: InputOutputTemplate

{
    "input_format": "Translate from {source_language} to {target_language}: {text}",
    "output_format": "{translation}",
    "type": "input_output_template"
}



classification


multi_class


all.json

Note

ID: templates.classification.multi_class.all.json | Type: TemplatesList

{
    "items": [
        "templates.classification.multi_class.default",
        "templates.classification.multi_class.empty"
    ],
    "type": "templates_list"
}

References: templates.classification.multi_class.empty, templates.classification.multi_class.default




default.json

Note

ID: templates.classification.multi_class.default.json | Type: InputOutputTemplate

{
    "input_format": "Classify the {type_of_class} of following {text_type} to one of these options: {classes}. Text: {text}",
    "output_format": "{label}",
    "postprocessors": [
        "processors.take_first_non_empty_line",
        "processors.lower_case_till_punc"
    ],
    "type": "input_output_template"
}

References: processors.take_first_non_empty_line, processors.lower_case_till_punc




empty.json

Note

ID: templates.classification.multi_class.empty.json | Type: InputOutputTemplate

{
    "input_format": "{text}",
    "output_format": "{label}",
    "type": "input_output_template"
}



multi_label


all.json

Note

ID: templates.classification.multi_label.all.json | Type: TemplatesList

{
    "items": [
        "templates.classification.multi_label.default",
        "templates.classification.multi_label.empty"
    ],
    "type": "templates_list"
}

References: templates.classification.multi_label.empty, templates.classification.multi_label.default




default.json

Note

ID: templates.classification.multi_label.default.json | Type: MultiLabelTemplate

{
    "input_format": "What are the {type_of_classes} expressed in following {text_type}?\nSelect your answer from the options: {classes}.\nIf no {type_of_classes} are expressed answer none.\nText: {text}\n{type_of_classes}: ",
    "labels_field": "labels",
    "output_format": "{labels}",
    "postprocessors": [
        "processors.take_first_non_empty_line",
        "processors.lower_case_till_punc",
        "processors.to_list_by_comma"
    ],
    "type": "multi_label_template"
}

References: processors.take_first_non_empty_line, processors.to_list_by_comma, processors.lower_case_till_punc




empty.json

Note

ID: templates.classification.multi_label.empty.json | Type: MultiLabelTemplate

{
    "input_format": "{text}",
    "labels_field": "labels",
    "output_format": "{labels}",
    "postprocessors": [
        "processors.take_first_non_empty_line",
        "processors.lower_case_till_punc",
        "processors.to_list_by_comma"
    ],
    "type": "multi_label_template"
}

References: processors.take_first_non_empty_line, processors.to_list_by_comma, processors.lower_case_till_punc




nli


all.json

Note

ID: templates.classification.nli.all.json | Type: TemplatesList

{
    "items": [
        "templates.classification.nli.simple"
    ],
    "type": "templates_list"
}

References: templates.classification.nli.simple




simple.json

Note

ID: templates.classification.nli.simple.json | Type: InputOutputTemplate

{
    "input_format": "Given this sentence: {premise}, classify if this sentence: {hypothesis} is {choices}.",
    "output_format": "{label}",
    "postprocessors": [
        "processors.take_first_non_empty_line",
        "processors.lower_case_till_punc"
    ],
    "type": "input_output_template"
}

References: processors.take_first_non_empty_line, processors.lower_case_till_punc




tasks


mmlu


all.json

Note

ID: templates.tasks.mmlu.all.json | Type: TemplatesList

{
    "items": [
        "templates.qa.multiple_choice.with_topic.mmlu",
        "templates.qa.multiple_choice.with_topic.helm",
        "templates.qa.multiple_choice.lm_eval_harness",
        "templates.qa.multiple_choice.with_topic.fm_eval"
    ],
    "type": "templates_list"
}

References: templates.qa.multiple_choice.with_topic.helm, templates.qa.multiple_choice.with_topic.fm_eval, templates.qa.multiple_choice.with_topic.mmlu, templates.qa.multiple_choice.lm_eval_harness




empty.json

Note

ID: templates.empty.json | Type: KeyValTemplate

{
    "type": "key_val_template",
    "use_keys_for_inputs": false
}



qa


open


all.json

Note

ID: templates.qa.open.all.json | Type: TemplatesList

{
    "items": [
        "templates.qa.open.simple",
        "templates.qa.open.simple2"
    ],
    "type": "templates_list"
}

References: templates.qa.open.simple, templates.qa.open.simple2




simple.json

Note

ID: templates.qa.open.simple.json | Type: MultiReferenceTemplate

{
    "input_format": "Question: {question}",
    "references_field": "answers",
    "type": "multi_reference_template"
}



simple2.json

Note

ID: templates.qa.open.simple2.json | Type: MultiReferenceTemplate

{
    "input_format": "answer the question: {question}",
    "references_field": "answers",
    "type": "multi_reference_template"
}



multiple_choice


no_intro

helm.json

Note

ID: templates.qa.multiple_choice.no_intro.helm.json | Type: MultipleChoiceTemplate

{
    "choices_seperator": "\n",
    "input_format": "Question: {question}.\nAnswers: \n{choices}.\nAnswer:",
    "postprocessors": [
        "processors.first_character"
    ],
    "target_field": "answer",
    "type": "multiple_choice_template"
}

References: processors.first_character




fm_eval.json

Note

ID: templates.qa.multiple_choice.no_intro.fm_eval.json | Type: MultipleChoiceTemplate

{
    "choices_seperator": "\n",
    "input_format": "Question: {question}\nChoose from {numerals}\nAnswers: \n{choices}\nAnswer:",
    "postprocessors": [
        "processors.first_character"
    ],
    "target_field": "answer",
    "type": "multiple_choice_template"
}

References: processors.first_character




all.json

Note

ID: templates.qa.multiple_choice.no_intro.all.json | Type: TemplatesList

{
    "items": [
        "templates.qa.multiple_choice.no_intro.mmlu",
        "templates.qa.multiple_choice.no_intro.helm"
    ],
    "type": "templates_list"
}

References: templates.qa.multiple_choice.no_intro.helm, templates.qa.multiple_choice.no_intro.mmlu




mmlu.json

Note

ID: templates.qa.multiple_choice.no_intro.mmlu.json | Type: MultipleChoiceTemplate

{
    "choices_seperator": "\n",
    "input_format": "{question}.\nAnswers: \n{choices}.\nAnswer:",
    "postprocessors": [
        "processors.first_character"
    ],
    "target_field": "answer",
    "type": "multiple_choice_template"
}

References: processors.first_character




lm_eval_harness.json

Note

ID: templates.qa.multiple_choice.no_intro.lm_eval_harness.json | Type: MultipleChoiceTemplate

{
    "choices_seperator": "\n",
    "input_format": "{question}\n{choices}\nAnswer:",
    "postprocessors": [
        "processors.first_character"
    ],
    "target_field": "answer",
    "type": "multiple_choice_template"
}

References: processors.first_character




all.json

Note

ID: templates.qa.multiple_choice.all.json | Type: TemplatesList

{
    "items": [
        {
            "choices_seperator": "\n",
            "input_format": "The following are multiple choice questions (with answers) about {topic}.\n{question}.\nAnswers: \n{choices}.\nAnswer:",
            "postprocessors": [
                "processors.first_character"
            ],
            "target_field": "answer",
            "type": "multiple_choice_template"
        },
        {
            "choices_seperator": "\n",
            "input_format": "The following are multiple choice questions (with answers) about {topic}.\n\nQuestion: {question}.\nAnswers: \n{choices}.\nAnswer:",
            "postprocessors": [
                "processors.first_character"
            ],
            "target_field": "answer",
            "type": "multiple_choice_template"
        },
        {
            "choices_seperator": "\n",
            "input_format": "{context}\n{question}.\nAnswers: \n{choices}.\nAnswer:",
            "postprocessors": [
                "processors.first_character"
            ],
            "target_field": "answer",
            "type": "multiple_choice_template"
        },
        {
            "choices_seperator": "\n",
            "input_format": "Context: {context}\nQuestion: {question}.\nAnswers: \n{choices}.\nAnswer:",
            "postprocessors": [
                "processors.first_character"
            ],
            "target_field": "answer",
            "type": "multiple_choice_template"
        },
        {
            "choices_seperator": "\n",
            "input_format": "{question}.\nAnswers: \n{choices}.\nAnswer:",
            "postprocessors": [
                "processors.first_character"
            ],
            "target_field": "answer",
            "type": "multiple_choice_template"
        },
        {
            "choices_seperator": "\n",
            "input_format": "Question: {question}.\nAnswers: \n{choices}.\nAnswer:",
            "postprocessors": [
                "processors.first_character"
            ],
            "target_field": "answer",
            "type": "multiple_choice_template"
        },
        {
            "choices_seperator": "\n",
            "input_format": "The following are multiple choice questions (with answers) about {topic}.\n{context}\n{question}.\nAnswers: \n{choices}.\nAnswer:",
            "postprocessors": [
                "processors.first_character"
            ],
            "target_field": "answer",
            "type": "multiple_choice_template"
        },
        {
            "choices_seperator": "\n",
            "input_format": "The following are multiple choice questions (with answers) about {topic}.\n\nContext: {context}\nQuestion: {question}.\nAnswers: \n{choices}.\nAnswer:",
            "postprocessors": [
                "processors.first_character"
            ],
            "target_field": "answer",
            "type": "multiple_choice_template"
        }
    ],
    "type": "templates_list"
}

References: processors.first_character




ppl

all.json

Note

ID: templates.qa.multiple_choice.ppl.all.json | Type: TemplatesList

{
    "items": [
        "templates.qa.multiple_choice.ppl.original"
    ],
    "type": "templates_list"
}

References: templates.qa.multiple_choice.ppl.original




original.json

Note

ID: templates.qa.multiple_choice.ppl.original.json | Type: MultipleChoiceTemplate

{
    "choices_seperator": "",
    "input_format": "{context}",
    "source_choice_format": "{choice_text}",
    "target_choice_format": "{choice_text}",
    "target_field": "answer",
    "type": "multiple_choice_template"
}



with_topic

helm.json

Note

ID: templates.qa.multiple_choice.with_topic.helm.json | Type: MultipleChoiceTemplate

{
    "choices_seperator": "\n",
    "input_format": "The following are multiple choice questions (with answers) about {topic}.\n\nQuestion: {question}\nAnswers:\n{choices}\nAnswer:",
    "postprocessors": [
        "processors.first_character"
    ],
    "target_field": "answer",
    "type": "multiple_choice_template"
}

References: processors.first_character




fm_eval.json

Note

ID: templates.qa.multiple_choice.with_topic.fm_eval.json | Type: MultipleChoiceTemplate

{
    "add_numerals_as_field": "numerals",
    "choices_seperator": "\n",
    "input_format": "The following are multiple choice questions (with answers) about {topic}.\n\nQuestion: {question}\nChoose from {numerals}\nAnswers:\n{choices}\nAnswer:",
    "postprocessors": [
        "processors.first_character"
    ],
    "target_field": "answer",
    "type": "multiple_choice_template"
}

References: processors.first_character




all.json

Note

ID: templates.qa.multiple_choice.with_topic.all.json | Type: TemplatesList

{
    "items": [
        "templates.qa.multiple_choice.with_topic.fm_eval",
        "templates.qa.multiple_choice.with_topic.mmlu",
        "templates.qa.multiple_choice.with_topic.helm"
    ],
    "type": "templates_list"
}

References: templates.qa.multiple_choice.with_topic.helm, templates.qa.multiple_choice.with_topic.fm_eval, templates.qa.multiple_choice.with_topic.mmlu




mmlu.json

Note

ID: templates.qa.multiple_choice.with_topic.mmlu.json | Type: MultipleChoiceTemplate

{
    "choices_seperator": "\n",
    "input_format": "The following are multiple choice questions (with answers) about {topic}.\n{question}\nAnswers:\n{choices}\nAnswer:",
    "postprocessors": [
        "processors.first_character"
    ],
    "target_field": "answer",
    "type": "multiple_choice_template"
}

References: processors.first_character




context_no_intro

helm.json

Note

ID: templates.qa.multiple_choice.context_no_intro.helm.json | Type: MultipleChoiceTemplate

{
    "choices_seperator": "\n",
    "input_format": "Context: {context}\nQuestion: {question}.\nAnswers: \n{choices}.\nAnswer:",
    "postprocessors": [
        "processors.first_character"
    ],
    "target_field": "answer",
    "type": "multiple_choice_template"
}

References: processors.first_character




fm_eval.json

Note

ID: templates.qa.multiple_choice.context_no_intro.fm_eval.json | Type: MultipleChoiceTemplate

{
    "choices_seperator": "\n",
    "input_format": "Context: {context}\nQuestion: {question}\nChoose from {numerals}\nAnswers: \n{choices}\nAnswer:",
    "postprocessors": [
        "processors.first_character"
    ],
    "target_field": "answer",
    "type": "multiple_choice_template"
}

References: processors.first_character




all.json

Note

ID: templates.qa.multiple_choice.context_no_intro.all.json | Type: TemplatesList

{
    "items": [
        "templates.qa.multiple_choice.context_no_intro.mmlu",
        "templates.qa.multiple_choice.context_no_intro.helm"
    ],
    "type": "templates_list"
}

References: templates.qa.multiple_choice.context_no_intro.helm, templates.qa.multiple_choice.context_no_intro.mmlu




mmlu.json

Note

ID: templates.qa.multiple_choice.context_no_intro.mmlu.json | Type: MultipleChoiceTemplate

{
    "choices_seperator": "\n",
    "input_format": "{context}\n{question}.\nAnswers: \n{choices}.\nAnswer:",
    "postprocessors": [
        "processors.first_character"
    ],
    "target_field": "answer",
    "type": "multiple_choice_template"
}

References: processors.first_character




lm_eval_harness.json

Note

ID: templates.qa.multiple_choice.context_no_intro.lm_eval_harness.json | Type: MultipleChoiceTemplate

{
    "choices_seperator": "\n",
    "input_format": "{context}\n{question}\n{choices}\nAnswer:",
    "postprocessors": [
        "processors.first_character"
    ],
    "target_field": "answer",
    "type": "multiple_choice_template"
}

References: processors.first_character




original

helm.json

Note

ID: templates.qa.multiple_choice.original.helm.json | Type: MultipleChoiceTemplate

{
    "choices_seperator": "\n",
    "input_format": "The following are multiple choice questions (with answers) about {topic}.\n\nQuestion: {question}.\nAnswers: \n{choices}.\nAnswer:",
    "postprocessors": [
        "processors.first_character"
    ],
    "target_field": "answer",
    "type": "multiple_choice_template"
}

References: processors.first_character




fm_eval.json

Note

ID: templates.qa.multiple_choice.original.fm_eval.json | Type: MultipleChoiceTemplate

{
    "choices_seperator": "\n",
    "input_format": "The following are multiple choice questions (with answers) about {topic}.\n\nQuestion: {question}\nChoose from {numerals}\nAnswers: \n{choices}\nAnswer:",
    "postprocessors": [
        "processors.first_character"
    ],
    "target_field": "answer",
    "type": "multiple_choice_template"
}

References: processors.first_character




all.json

Note

ID: templates.qa.multiple_choice.original.all.json | Type: TemplatesList

{
    "items": [
        "templates.qa.multiple_choice.original.mmlu",
        "templates.qa.multiple_choice.original.helm"
    ],
    "type": "templates_list"
}

References: templates.qa.multiple_choice.original.helm, templates.qa.multiple_choice.original.mmlu




mmlu.json

Note

ID: templates.qa.multiple_choice.original.mmlu.json | Type: MultipleChoiceTemplate

{
    "choices_seperator": "\n",
    "input_format": "The following are multiple choice questions (with answers) about {topic}.\n{question}.\nAnswers: \n{choices}.\nAnswer:",
    "postprocessors": [
        "processors.first_character"
    ],
    "target_field": "answer",
    "type": "multiple_choice_template"
}

References: processors.first_character




completion.json

Note

ID: templates.qa.multiple_choice.original.completion.json | Type: MultipleChoiceTemplate

{
    "choices_seperator": "",
    "input_format": "\n{question}\n{choices}\nAnswer:",
    "source_choice_format": "{choice_text}",
    "target_choice_format": " {choice_text}",
    "target_field": "answer",
    "type": "multiple_choice_template"
}



lm_eval_harness.json

Note

ID: templates.qa.multiple_choice.original.lm_eval_harness.json | Type: MultipleChoiceTemplate

{
    "choices_seperator": "\n",
    "input_format": "The following are multiple choice questions (with answers) about {topic}.\n\n{question}\n{choices}\nAnswer:",
    "postprocessors": [
        "processors.first_character"
    ],
    "target_choice_format": " {choice_numeral}",
    "target_field": "answer",
    "type": "multiple_choice_template"
}

References: processors.first_character




contextual_with_topic

helm.json

Note

ID: templates.qa.multiple_choice.contextual_with_topic.helm.json | Type: MultipleChoiceTemplate

{
    "choices_seperator": "\n",
    "input_format": "The following are multiple choice questions (with answers) about {topic}.\n\nContext: {context}\nQuestion: {question}\nAnswers:\n{choices}\nAnswer:",
    "postprocessors": [
        "processors.first_character"
    ],
    "target_field": "answer",
    "type": "multiple_choice_template"
}

References: processors.first_character




fm_eval.json

Note

ID: templates.qa.multiple_choice.contextual_with_topic.fm_eval.json | Type: MultipleChoiceTemplate

{
    "add_numerals_as_field": "numerals",
    "choices_seperator": "\n",
    "input_format": "The following are multiple choice questions (with answers) about {topic}.\n\nContext: {context}\nQuestion: {question}\nChoose from {numerals}\nAnswers:\n{choices}\nAnswer:",
    "postprocessors": [
        "processors.first_character"
    ],
    "target_field": "answer",
    "type": "multiple_choice_template"
}

References: processors.first_character




all.json

Note

ID: templates.qa.multiple_choice.contextual_with_topic.all.json | Type: TemplatesList

{
    "items": [
        "templates.qa.multiple_choice.contextual_with_topic.fm_eval",
        "templates.qa.multiple_choice.contextual_with_topic.mmlu",
        "templates.qa.multiple_choice.contextual_with_topic.helm"
    ],
    "type": "templates_list"
}

References: templates.qa.multiple_choice.contextual_with_topic.mmlu, templates.qa.multiple_choice.contextual_with_topic.fm_eval, templates.qa.multiple_choice.contextual_with_topic.helm




mmlu.json

Note

ID: templates.qa.multiple_choice.contextual_with_topic.mmlu.json | Type: MultipleChoiceTemplate

{
    "choices_seperator": "\n",
    "input_format": "The following are multiple choice questions (with answers) about {topic}.\n{context}\n{question}\nAnswers:\n{choices}\nAnswer:",
    "postprocessors": [
        "processors.first_character"
    ],
    "target_field": "answer",
    "type": "multiple_choice_template"
}

References: processors.first_character




lm_eval_harness.json

Note

ID: templates.qa.multiple_choice.lm_eval_harness.json | Type: MultipleChoiceTemplate

{
    "choices_seperator": "\n",
    "input_format": "Question: {question}\nChoices:\n{choices}\nAnswer:",
    "postprocessors": [
        "processors.first_character"
    ],
    "target_field": "answer",
    "type": "multiple_choice_template"
}

References: processors.first_character




contextual

all.json

Note

ID: templates.qa.multiple_choice.contextual.all.json | Type: TemplatesList

{
    "items": [
        "templates.qa.multiple_choice.contextual.lm_eval_harness"
    ],
    "type": "templates_list"
}

References: templates.qa.multiple_choice.contextual.lm_eval_harness




lm_eval_harness.json

Note

ID: templates.qa.multiple_choice.contextual.lm_eval_harness.json | Type: MultipleChoiceTemplate

{
    "choices_seperator": "\n",
    "input_format": "Context: {context}\nQuestion: {question}\nChoices:\n{choices}\nAnswer:",
    "postprocessors": [
        "processors.first_character"
    ],
    "target_field": "answer",
    "type": "multiple_choice_template"
}

References: processors.first_character




context

helm.json

Note

ID: templates.qa.multiple_choice.context.helm.json | Type: MultipleChoiceTemplate

{
    "choices_seperator": "\n",
    "input_format": "The following are multiple choice questions (with answers) about {topic}.\n\nContext: {context}\nQuestion: {question}.\nAnswers: \n{choices}.\nAnswer:",
    "postprocessors": [
        "processors.first_character"
    ],
    "target_field": "answer",
    "type": "multiple_choice_template"
}

References: processors.first_character




fm_eval.json

Note

ID: templates.qa.multiple_choice.context.fm_eval.json | Type: MultipleChoiceTemplate

{
    "choices_seperator": "\n",
    "input_format": "The following are multiple choice questions (with answers) about {topic}.\n\nContext: {context}\nQuestion: {question}\nChoose from {numerals}\nAnswers: \n{choices}\nAnswer:",
    "postprocessors": [
        "processors.first_character"
    ],
    "target_field": "answer",
    "type": "multiple_choice_template"
}

References: processors.first_character




all.json

Note

ID: templates.qa.multiple_choice.context.all.json | Type: TemplatesList

{
    "items": [
        "templates.qa.multiple_choice.context.mmlu",
        "templates.qa.multiple_choice.context.helm"
    ],
    "type": "templates_list"
}

References: templates.qa.multiple_choice.context.mmlu, templates.qa.multiple_choice.context.helm




mmlu.json

Note

ID: templates.qa.multiple_choice.context.mmlu.json | Type: MultipleChoiceTemplate

{
    "choices_seperator": "\n",
    "input_format": "The following are multiple choice questions (with answers) about {topic}.\n{context}\n{question}.\nAnswers: \n{choices}.\nAnswer:",
    "postprocessors": [
        "processors.first_character"
    ],
    "target_field": "answer",
    "type": "multiple_choice_template"
}

References: processors.first_character




lm_eval_harness.json

Note

ID: templates.qa.multiple_choice.context.lm_eval_harness.json | Type: MultipleChoiceTemplate

{
    "choices_seperator": "\n",
    "input_format": "The following are multiple choice questions (with answers) about {topic}.\n\n{context}\n{question}\n{choices}\nAnswer:",
    "postprocessors": [
        "processors.first_character"
    ],
    "target_field": "answer",
    "type": "multiple_choice_template"
}

References: processors.first_character




contextual


all.json

Note

ID: templates.qa.contextual.all.json | Type: TemplatesList

{
    "items": [
        "templates.qa.contextual.simple",
        "templates.qa.contextual.simple2"
    ],
    "type": "templates_list"
}

References: templates.qa.contextual.simple2, templates.qa.contextual.simple




simple.json

Note

ID: templates.qa.contextual.simple.json | Type: MultiReferenceTemplate

{
    "input_format": "Context: {context}\nQuestion: {question}",
    "references_field": "answers",
    "type": "multi_reference_template"
}



simple2.json

Note

ID: templates.qa.contextual.simple2.json | Type: MultiReferenceTemplate

{
    "input_format": "based on this text: {context}\n answer the question: {question}",
    "references_field": "answers",
    "type": "multi_reference_template"
}



operators


balancers


classification


by_label.json

Note

ID: operators.balancers.classification.by_label.json | Type: DeterministicBalancer

{
    "fields": [
        "outputs/label"
    ],
    "type": "deterministic_balancer"
}



ner


zero_vs_many_entities.json

Note

ID: operators.balancers.ner.zero_vs_many_entities.json | Type: LengthBalancer

{
    "fields": [
        "outputs/labels"
    ],
    "segments_boundaries": [
        1
    ],
    "type": "length_balancer"
}



multi_label


zero_vs_many_labels.json

Note

ID: operators.balancers.multi_label.zero_vs_many_labels.json | Type: LengthBalancer

{
    "fields": [
        "outputs/labels"
    ],
    "segments_boundaries": [
        1
    ],
    "type": "length_balancer"
}



qa


by_answer.json

Note

ID: operators.balancers.qa.by_answer.json | Type: DeterministicBalancer

{
    "fields": [
        "outputs/answer"
    ],
    "type": "deterministic_balancer"
}



cards


mlsum


es.json

Note

ID: cards.mlsum.es.json | Type: TaskCard

{
    "loader": {
        "name": "es",
        "path": "mlsum",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "field_to_field": {
                "text": "document"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "document_type": "document"
            },
            "type": "add_fields"
        }
    ],
    "task": {
        "inputs": [
            "document",
            "document_type"
        ],
        "metrics": [
            "metrics.rouge"
        ],
        "outputs": [
            "summary"
        ],
        "type": "form_task"
    },
    "templates": {
        "items": [
            {
                "input_format": "{document}",
                "output_format": "{summary}",
                "type": "input_output_template"
            }
        ],
        "type": "templates_list"
    },
    "type": "task_card"
}

References: metrics.rouge




tu.json

Note

ID: cards.mlsum.tu.json | Type: TaskCard

{
    "loader": {
        "name": "tu",
        "path": "mlsum",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "field_to_field": {
                "text": "document"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "document_type": "document"
            },
            "type": "add_fields"
        }
    ],
    "task": {
        "inputs": [
            "document",
            "document_type"
        ],
        "metrics": [
            "metrics.rouge"
        ],
        "outputs": [
            "summary"
        ],
        "type": "form_task"
    },
    "templates": {
        "items": [
            {
                "input_format": "{document}",
                "output_format": "{summary}",
                "type": "input_output_template"
            }
        ],
        "type": "templates_list"
    },
    "type": "task_card"
}

References: metrics.rouge




fr.json

Note

ID: cards.mlsum.fr.json | Type: TaskCard

{
    "loader": {
        "name": "fr",
        "path": "mlsum",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "field_to_field": {
                "text": "document"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "document_type": "document"
            },
            "type": "add_fields"
        }
    ],
    "task": {
        "inputs": [
            "document",
            "document_type"
        ],
        "metrics": [
            "metrics.rouge"
        ],
        "outputs": [
            "summary"
        ],
        "type": "form_task"
    },
    "templates": {
        "items": [
            {
                "input_format": "{document}",
                "output_format": "{summary}",
                "type": "input_output_template"
            }
        ],
        "type": "templates_list"
    },
    "type": "task_card"
}

References: metrics.rouge




ru.json

Note

ID: cards.mlsum.ru.json | Type: TaskCard

{
    "loader": {
        "name": "ru",
        "path": "mlsum",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "field_to_field": {
                "text": "document"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "document_type": "document"
            },
            "type": "add_fields"
        }
    ],
    "task": {
        "inputs": [
            "document",
            "document_type"
        ],
        "metrics": [
            "metrics.rouge"
        ],
        "outputs": [
            "summary"
        ],
        "type": "form_task"
    },
    "templates": {
        "items": [
            {
                "input_format": "{document}",
                "output_format": "{summary}",
                "type": "input_output_template"
            }
        ],
        "type": "templates_list"
    },
    "type": "task_card"
}

References: metrics.rouge




de.json

Note

ID: cards.mlsum.de.json | Type: TaskCard

{
    "loader": {
        "name": "de",
        "path": "mlsum",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "field_to_field": {
                "text": "document"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "document_type": "document"
            },
            "type": "add_fields"
        }
    ],
    "task": {
        "inputs": [
            "document",
            "document_type"
        ],
        "metrics": [
            "metrics.rouge"
        ],
        "outputs": [
            "summary"
        ],
        "type": "form_task"
    },
    "templates": {
        "items": [
            {
                "input_format": "{document}",
                "output_format": "{summary}",
                "type": "input_output_template"
            }
        ],
        "type": "templates_list"
    },
    "type": "task_card"
}

References: metrics.rouge




yahoo_answers_topics.json

Note

ID: cards.yahoo_answers_topics.json | Type: TaskCard

{
    "loader": {
        "path": "yahoo_answers_topics",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mix": {
                "test": "test",
                "train": "train[87.5%]",
                "validation": "train[12.5%]"
            },
            "type": "split_random_mix"
        },
        {
            "field_to_field": {
                "topic": "label"
            },
            "type": "rename_fields"
        },
        {
            "mappers": {
                "label": {
                    "0": "Society & Culture",
                    "1": "Science & Mathematics",
                    "2": "Health",
                    "3": "Education & Reference",
                    "4": "Computers & Internet",
                    "5": "Sports",
                    "6": "Business & Finance",
                    "7": "Entertainment & Music",
                    "8": "Family & Relationships",
                    "9": "Politics & Government"
                }
            },
            "type": "map_instance_values"
        },
        {
            "fields": [
                "question_title",
                "question_content",
                "best_answer"
            ],
            "to_field": "text",
            "type": "list_field_values"
        },
        {
            "field": "text",
            "separator": " ",
            "to_field": "text",
            "type": "join_str"
        },
        {
            "fields": {
                "classes": [
                    "Society & Culture",
                    "Science & Mathematics",
                    "Health",
                    "Education & Reference",
                    "Computers & Internet",
                    "Sports",
                    "Business & Finance",
                    "Entertainment & Music",
                    "Family & Relationships",
                    "Politics & Government"
                ],
                "text_type": "text",
                "type_of_class": "topic"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.classification.multi_class",
    "templates": "templates.classification.multi_class.all",
    "type": "task_card"
}

References: tasks.classification.multi_class, templates.classification.multi_class.all




20_newsgroups.json

Note

ID: cards.20_newsgroups.json | Type: TaskCard

{
    "loader": {
        "path": "SetFit/20_newsgroups",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "condition": "ne",
            "required_values": {
                "text": ""
            },
            "type": "filter_by_condition"
        },
        {
            "mix": {
                "test": "test",
                "train": "train[90%]",
                "validation": "train[10%]"
            },
            "type": "split_random_mix"
        },
        {
            "field_to_field": {
                "label_text": "label"
            },
            "type": "rename_fields"
        },
        {
            "mappers": {
                "label": {
                    "alt.atheism": "atheism",
                    "comp.graphics": "computer graphics",
                    "comp.os.ms-windows.misc": "microsoft windows",
                    "comp.sys.ibm.pc.hardware": "pc hardware",
                    "comp.sys.mac.hardware": "mac hardware",
                    "comp.windows.x": "windows x",
                    "misc.forsale": "for sale",
                    "rec.autos": "cars",
                    "rec.motorcycles": "motorcycles",
                    "rec.sport.baseball": "baseball",
                    "rec.sport.hockey": "hockey",
                    "sci.crypt": "cryptography",
                    "sci.electronics": "electronics",
                    "sci.med": "medicine",
                    "sci.space": "space",
                    "soc.religion.christian": "christianity",
                    "talk.politics.guns": "guns",
                    "talk.politics.mideast": "middle east",
                    "talk.politics.misc": "politics",
                    "talk.religion.misc": "religion"
                }
            },
            "type": "map_instance_values"
        },
        {
            "fields": {
                "classes": [
                    "atheism",
                    "computer graphics",
                    "microsoft windows",
                    "pc hardware",
                    "mac hardware",
                    "windows x",
                    "for sale",
                    "cars",
                    "motorcycles",
                    "baseball",
                    "hockey",
                    "cryptography",
                    "electronics",
                    "medicine",
                    "space",
                    "christianity",
                    "guns",
                    "middle east",
                    "politics",
                    "religion"
                ],
                "text_type": "sentence",
                "type_of_class": "topic"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.classification.multi_class",
    "templates": "templates.classification.multi_class.all",
    "type": "task_card"
}

References: tasks.classification.multi_class, templates.classification.multi_class.all




banking77.json

Note

ID: cards.banking77.json | Type: TaskCard

{
    "loader": {
        "path": "PolyAI/banking77",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mix": {
                "test": "test",
                "train": "train[85%]",
                "validation": "train[15%]"
            },
            "type": "split_random_mix"
        },
        {
            "mappers": {
                "label": {
                    "0": "activate_my_card",
                    "1": "age_limit",
                    "10": "card_acceptance",
                    "11": "card_arrival",
                    "12": "card_delivery_estimate",
                    "13": "card_linking",
                    "14": "card_not_working",
                    "15": "card_payment_fee_charged",
                    "16": "card_payment_not_recognised",
                    "17": "card_payment_wrong_exchange_rate",
                    "18": "card_swallowed",
                    "19": "cash_withdrawal_charge",
                    "2": "apple_pay_or_google_pay",
                    "20": "cash_withdrawal_not_recognised",
                    "21": "change_pin",
                    "22": "compromised_card",
                    "23": "contactless_not_working",
                    "24": "country_support",
                    "25": "declined_card_payment",
                    "26": "declined_cash_withdrawal",
                    "27": "declined_transfer",
                    "28": "direct_debit_payment_not_recognised",
                    "29": "disposable_card_limits",
                    "3": "atm_support",
                    "30": "edit_personal_details",
                    "31": "exchange_charge",
                    "32": "exchange_rate",
                    "33": "exchange_via_app",
                    "34": "extra_charge_on_statement",
                    "35": "failed_transfer",
                    "36": "fiat_currency_support",
                    "37": "get_disposable_virtual_card",
                    "38": "get_physical_card",
                    "39": "getting_spare_card",
                    "4": "automatic_top_up",
                    "40": "getting_virtual_card",
                    "41": "lost_or_stolen_card",
                    "42": "lost_or_stolen_phone",
                    "43": "order_physical_card",
                    "44": "passcode_forgotten",
                    "45": "pending_card_payment",
                    "46": "pending_cash_withdrawal",
                    "47": "pending_top_up",
                    "48": "pending_transfer",
                    "49": "pin_blocked",
                    "5": "balance_not_updated_after_bank_transfer",
                    "50": "receiving_money",
                    "51": "Refund_not_showing_up",
                    "52": "request_refund",
                    "53": "reverted_card_payment?",
                    "54": "supported_cards_and_currencies",
                    "55": "terminate_account",
                    "56": "top_up_by_bank_transfer_charge",
                    "57": "top_up_by_card_charge",
                    "58": "top_up_by_cash_or_cheque",
                    "59": "top_up_failed",
                    "6": "balance_not_updated_after_cheque_or_cash_deposit",
                    "60": "top_up_limits",
                    "61": "top_up_reverted",
                    "62": "topping_up_by_card",
                    "63": "transaction_charged_twice",
                    "64": "transfer_fee_charged",
                    "65": "transfer_into_account",
                    "66": "transfer_not_received_by_recipient",
                    "67": "transfer_timing",
                    "68": "unable_to_verify_identity",
                    "69": "verify_my_identity",
                    "7": "beneficiary_not_allowed",
                    "70": "verify_source_of_funds",
                    "71": "verify_top_up",
                    "72": "virtual_card_not_working",
                    "73": "visa_or_mastercard",
                    "74": "why_verify_identity",
                    "75": "wrong_amount_of_cash_received",
                    "76": "wrong_exchange_rate_for_cash_withdrawal",
                    "8": "cancel_transfer",
                    "9": "card_about_to_expire"
                }
            },
            "type": "map_instance_values"
        },
        {
            "fields": {
                "classes": [
                    "activate_my_card",
                    "age_limit",
                    "apple_pay_or_google_pay",
                    "atm_support",
                    "automatic_top_up",
                    "balance_not_updated_after_bank_transfer",
                    "balance_not_updated_after_cheque_or_cash_deposit",
                    "beneficiary_not_allowed",
                    "cancel_transfer",
                    "card_about_to_expire",
                    "card_acceptance",
                    "card_arrival",
                    "card_delivery_estimate",
                    "card_linking",
                    "card_not_working",
                    "card_payment_fee_charged",
                    "card_payment_not_recognised",
                    "card_payment_wrong_exchange_rate",
                    "card_swallowed",
                    "cash_withdrawal_charge",
                    "cash_withdrawal_not_recognised",
                    "change_pin",
                    "compromised_card",
                    "contactless_not_working",
                    "country_support",
                    "declined_card_payment",
                    "declined_cash_withdrawal",
                    "declined_transfer",
                    "direct_debit_payment_not_recognised",
                    "disposable_card_limits",
                    "edit_personal_details",
                    "exchange_charge",
                    "exchange_rate",
                    "exchange_via_app",
                    "extra_charge_on_statement",
                    "failed_transfer",
                    "fiat_currency_support",
                    "get_disposable_virtual_card",
                    "get_physical_card",
                    "getting_spare_card",
                    "getting_virtual_card",
                    "lost_or_stolen_card",
                    "lost_or_stolen_phone",
                    "order_physical_card",
                    "passcode_forgotten",
                    "pending_card_payment",
                    "pending_cash_withdrawal",
                    "pending_top_up",
                    "pending_transfer",
                    "pin_blocked",
                    "receiving_money",
                    "Refund_not_showing_up",
                    "request_refund",
                    "reverted_card_payment?",
                    "supported_cards_and_currencies",
                    "terminate_account",
                    "top_up_by_bank_transfer_charge",
                    "top_up_by_card_charge",
                    "top_up_by_cash_or_cheque",
                    "top_up_failed",
                    "top_up_limits",
                    "top_up_reverted",
                    "topping_up_by_card",
                    "transaction_charged_twice",
                    "transfer_fee_charged",
                    "transfer_into_account",
                    "transfer_not_received_by_recipient",
                    "transfer_timing",
                    "unable_to_verify_identity",
                    "verify_my_identity",
                    "verify_source_of_funds",
                    "verify_top_up",
                    "virtual_card_not_working",
                    "visa_or_mastercard",
                    "why_verify_identity",
                    "wrong_amount_of_cash_received",
                    "wrong_exchange_rate_for_cash_withdrawal"
                ],
                "text_type": "sentence",
                "type_of_class": "intent"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.classification.multi_class",
    "templates": "templates.classification.multi_class.all",
    "type": "task_card"
}

References: tasks.classification.multi_class, templates.classification.multi_class.all




almostEvilML_qa_by_lang


it.json

Note

ID: cards.almostEvilML_qa_by_lang.it.json | Type: TaskCard

{
    "loader": {
        "path": "0x22almostEvil/multilingual-wikihow-qa-16k",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "_argv": [
                "METADATA"
            ],
            "function": "json.loads",
            "to_field": "metadata",
            "type": "apply"
        },
        {
            "field_to_field": [
                [
                    "metadata/language",
                    "extracted_language"
                ]
            ],
            "type": "copy_fields",
            "use_query": true
        },
        {
            "condition": "eq",
            "required_values": {
                "extracted_language": "it"
            },
            "type": "filter_by_condition"
        },
        {
            "fields": [
                "extracted_language",
                "metadata"
            ],
            "type": "remove_fields"
        },
        {
            "mix": {
                "test": "train[5%]",
                "train": "train[90%]",
                "validation": "train[5%]"
            },
            "type": "split_random_mix"
        },
        {
            "field_to_field": {
                "INSTRUCTION": "question"
            },
            "type": "rename_fields"
        },
        {
            "fields": [
                "RESPONSE"
            ],
            "to_field": "answers",
            "type": "list_field_values"
        }
    ],
    "task": {
        "inputs": [
            "question"
        ],
        "metrics": [
            "metrics.rouge"
        ],
        "outputs": [
            "answers"
        ],
        "type": "form_task"
    },
    "templates": "templates.qa.open.all",
    "type": "task_card"
}

References: metrics.rouge, templates.qa.open.all




es.json

Note

ID: cards.almostEvilML_qa_by_lang.es.json | Type: TaskCard

{
    "loader": {
        "path": "0x22almostEvil/multilingual-wikihow-qa-16k",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "_argv": [
                "METADATA"
            ],
            "function": "json.loads",
            "to_field": "metadata",
            "type": "apply"
        },
        {
            "field_to_field": [
                [
                    "metadata/language",
                    "extracted_language"
                ]
            ],
            "type": "copy_fields",
            "use_query": true
        },
        {
            "condition": "eq",
            "required_values": {
                "extracted_language": "es"
            },
            "type": "filter_by_condition"
        },
        {
            "fields": [
                "extracted_language",
                "metadata"
            ],
            "type": "remove_fields"
        },
        {
            "mix": {
                "test": "train[5%]",
                "train": "train[90%]",
                "validation": "train[5%]"
            },
            "type": "split_random_mix"
        },
        {
            "field_to_field": {
                "INSTRUCTION": "question"
            },
            "type": "rename_fields"
        },
        {
            "fields": [
                "RESPONSE"
            ],
            "to_field": "answers",
            "type": "list_field_values"
        }
    ],
    "task": {
        "inputs": [
            "question"
        ],
        "metrics": [
            "metrics.rouge"
        ],
        "outputs": [
            "answers"
        ],
        "type": "form_task"
    },
    "templates": "templates.qa.open.all",
    "type": "task_card"
}

References: metrics.rouge, templates.qa.open.all




nl.json

Note

ID: cards.almostEvilML_qa_by_lang.nl.json | Type: TaskCard

{
    "loader": {
        "path": "0x22almostEvil/multilingual-wikihow-qa-16k",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "_argv": [
                "METADATA"
            ],
            "function": "json.loads",
            "to_field": "metadata",
            "type": "apply"
        },
        {
            "field_to_field": [
                [
                    "metadata/language",
                    "extracted_language"
                ]
            ],
            "type": "copy_fields",
            "use_query": true
        },
        {
            "condition": "eq",
            "required_values": {
                "extracted_language": "nl"
            },
            "type": "filter_by_condition"
        },
        {
            "fields": [
                "extracted_language",
                "metadata"
            ],
            "type": "remove_fields"
        },
        {
            "mix": {
                "test": "train[5%]",
                "train": "train[90%]",
                "validation": "train[5%]"
            },
            "type": "split_random_mix"
        },
        {
            "field_to_field": {
                "INSTRUCTION": "question"
            },
            "type": "rename_fields"
        },
        {
            "fields": [
                "RESPONSE"
            ],
            "to_field": "answers",
            "type": "list_field_values"
        }
    ],
    "task": {
        "inputs": [
            "question"
        ],
        "metrics": [
            "metrics.rouge"
        ],
        "outputs": [
            "answers"
        ],
        "type": "form_task"
    },
    "templates": "templates.qa.open.all",
    "type": "task_card"
}

References: metrics.rouge, templates.qa.open.all




fr.json

Note

ID: cards.almostEvilML_qa_by_lang.fr.json | Type: TaskCard

{
    "loader": {
        "path": "0x22almostEvil/multilingual-wikihow-qa-16k",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "_argv": [
                "METADATA"
            ],
            "function": "json.loads",
            "to_field": "metadata",
            "type": "apply"
        },
        {
            "field_to_field": [
                [
                    "metadata/language",
                    "extracted_language"
                ]
            ],
            "type": "copy_fields",
            "use_query": true
        },
        {
            "condition": "eq",
            "required_values": {
                "extracted_language": "fr"
            },
            "type": "filter_by_condition"
        },
        {
            "fields": [
                "extracted_language",
                "metadata"
            ],
            "type": "remove_fields"
        },
        {
            "mix": {
                "test": "train[5%]",
                "train": "train[90%]",
                "validation": "train[5%]"
            },
            "type": "split_random_mix"
        },
        {
            "field_to_field": {
                "INSTRUCTION": "question"
            },
            "type": "rename_fields"
        },
        {
            "fields": [
                "RESPONSE"
            ],
            "to_field": "answers",
            "type": "list_field_values"
        }
    ],
    "task": {
        "inputs": [
            "question"
        ],
        "metrics": [
            "metrics.rouge"
        ],
        "outputs": [
            "answers"
        ],
        "type": "form_task"
    },
    "templates": "templates.qa.open.all",
    "type": "task_card"
}

References: metrics.rouge, templates.qa.open.all




ru.json

Note

ID: cards.almostEvilML_qa_by_lang.ru.json | Type: TaskCard

{
    "loader": {
        "path": "0x22almostEvil/multilingual-wikihow-qa-16k",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "_argv": [
                "METADATA"
            ],
            "function": "json.loads",
            "to_field": "metadata",
            "type": "apply"
        },
        {
            "field_to_field": [
                [
                    "metadata/language",
                    "extracted_language"
                ]
            ],
            "type": "copy_fields",
            "use_query": true
        },
        {
            "condition": "eq",
            "required_values": {
                "extracted_language": "ru"
            },
            "type": "filter_by_condition"
        },
        {
            "fields": [
                "extracted_language",
                "metadata"
            ],
            "type": "remove_fields"
        },
        {
            "mix": {
                "test": "train[5%]",
                "train": "train[90%]",
                "validation": "train[5%]"
            },
            "type": "split_random_mix"
        },
        {
            "field_to_field": {
                "INSTRUCTION": "question"
            },
            "type": "rename_fields"
        },
        {
            "fields": [
                "RESPONSE"
            ],
            "to_field": "answers",
            "type": "list_field_values"
        }
    ],
    "task": {
        "inputs": [
            "question"
        ],
        "metrics": [
            "metrics.rouge"
        ],
        "outputs": [
            "answers"
        ],
        "type": "form_task"
    },
    "templates": "templates.qa.open.all",
    "type": "task_card"
}

References: metrics.rouge, templates.qa.open.all




de.json

Note

ID: cards.almostEvilML_qa_by_lang.de.json | Type: TaskCard

{
    "loader": {
        "path": "0x22almostEvil/multilingual-wikihow-qa-16k",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "_argv": [
                "METADATA"
            ],
            "function": "json.loads",
            "to_field": "metadata",
            "type": "apply"
        },
        {
            "field_to_field": [
                [
                    "metadata/language",
                    "extracted_language"
                ]
            ],
            "type": "copy_fields",
            "use_query": true
        },
        {
            "condition": "eq",
            "required_values": {
                "extracted_language": "de"
            },
            "type": "filter_by_condition"
        },
        {
            "fields": [
                "extracted_language",
                "metadata"
            ],
            "type": "remove_fields"
        },
        {
            "mix": {
                "test": "train[5%]",
                "train": "train[90%]",
                "validation": "train[5%]"
            },
            "type": "split_random_mix"
        },
        {
            "field_to_field": {
                "INSTRUCTION": "question"
            },
            "type": "rename_fields"
        },
        {
            "fields": [
                "RESPONSE"
            ],
            "to_field": "answers",
            "type": "list_field_values"
        }
    ],
    "task": {
        "inputs": [
            "question"
        ],
        "metrics": [
            "metrics.rouge"
        ],
        "outputs": [
            "answers"
        ],
        "type": "form_task"
    },
    "templates": "templates.qa.open.all",
    "type": "task_card"
}

References: metrics.rouge, templates.qa.open.all




pt.json

Note

ID: cards.almostEvilML_qa_by_lang.pt.json | Type: TaskCard

{
    "loader": {
        "path": "0x22almostEvil/multilingual-wikihow-qa-16k",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "_argv": [
                "METADATA"
            ],
            "function": "json.loads",
            "to_field": "metadata",
            "type": "apply"
        },
        {
            "field_to_field": [
                [
                    "metadata/language",
                    "extracted_language"
                ]
            ],
            "type": "copy_fields",
            "use_query": true
        },
        {
            "condition": "eq",
            "required_values": {
                "extracted_language": "pt"
            },
            "type": "filter_by_condition"
        },
        {
            "fields": [
                "extracted_language",
                "metadata"
            ],
            "type": "remove_fields"
        },
        {
            "mix": {
                "test": "train[5%]",
                "train": "train[90%]",
                "validation": "train[5%]"
            },
            "type": "split_random_mix"
        },
        {
            "field_to_field": {
                "INSTRUCTION": "question"
            },
            "type": "rename_fields"
        },
        {
            "fields": [
                "RESPONSE"
            ],
            "to_field": "answers",
            "type": "list_field_values"
        }
    ],
    "task": {
        "inputs": [
            "question"
        ],
        "metrics": [
            "metrics.rouge"
        ],
        "outputs": [
            "answers"
        ],
        "type": "form_task"
    },
    "templates": "templates.qa.open.all",
    "type": "task_card"
}

References: metrics.rouge, templates.qa.open.all




en.json

Note

ID: cards.almostEvilML_qa_by_lang.en.json | Type: TaskCard

{
    "loader": {
        "path": "0x22almostEvil/multilingual-wikihow-qa-16k",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "_argv": [
                "METADATA"
            ],
            "function": "json.loads",
            "to_field": "metadata",
            "type": "apply"
        },
        {
            "field_to_field": [
                [
                    "metadata/language",
                    "extracted_language"
                ]
            ],
            "type": "copy_fields",
            "use_query": true
        },
        {
            "condition": "eq",
            "required_values": {
                "extracted_language": "en"
            },
            "type": "filter_by_condition"
        },
        {
            "fields": [
                "extracted_language",
                "metadata"
            ],
            "type": "remove_fields"
        },
        {
            "mix": {
                "test": "train[5%]",
                "train": "train[90%]",
                "validation": "train[5%]"
            },
            "type": "split_random_mix"
        },
        {
            "field_to_field": {
                "INSTRUCTION": "question"
            },
            "type": "rename_fields"
        },
        {
            "fields": [
                "RESPONSE"
            ],
            "to_field": "answers",
            "type": "list_field_values"
        }
    ],
    "task": {
        "inputs": [
            "question"
        ],
        "metrics": [
            "metrics.rouge"
        ],
        "outputs": [
            "answers"
        ],
        "type": "form_task"
    },
    "templates": "templates.qa.open.all",
    "type": "task_card"
}

References: metrics.rouge, templates.qa.open.all




hellaswag.json

Note

ID: cards.hellaswag.json | Type: TaskCard

{
    "loader": {
        "path": "hellaswag",
        "type": "load_hf"
    },
    "preprocess_steps": [
        "splitters.large_no_test",
        {
            "field_to_field": {
                "activity_label": "topic",
                "ctx": "context",
                "endings": "choices"
            },
            "type": "rename_fields"
        },
        {
            "field_to_field": {
                "label": "answer"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        }
    ],
    "task": "tasks.completion.multiple_choice.standard",
    "templates": "templates.completion.multiple_choice.all",
    "type": "task_card"
}

References: templates.completion.multiple_choice.all, splitters.large_no_test, tasks.completion.multiple_choice.standard




mmlu


management.json

Note

ID: cards.mmlu.management.json | Type: TaskCard

{
    "loader": {
        "name": "management",
        "path": "cais/mmlu",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "auxiliary_train": "train"
            },
            "type": "rename_splits"
        },
        {
            "fields": {
                "topic": "management"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.qa.multiple_choice.with_topic",
    "templates": "templates.qa.multiple_choice.original.all",
    "type": "task_card"
}

References: tasks.qa.multiple_choice.with_topic, templates.qa.multiple_choice.original.all




professional_law.json

Note

ID: cards.mmlu.professional_law.json | Type: TaskCard

{
    "loader": {
        "name": "professional_law",
        "path": "cais/mmlu",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "auxiliary_train": "train"
            },
            "type": "rename_splits"
        },
        {
            "fields": {
                "topic": "professional law"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.qa.multiple_choice.with_topic",
    "templates": "templates.qa.multiple_choice.original.all",
    "type": "task_card"
}

References: tasks.qa.multiple_choice.with_topic, templates.qa.multiple_choice.original.all




moral_scenarios.json

Note

ID: cards.mmlu.moral_scenarios.json | Type: TaskCard

{
    "loader": {
        "name": "moral_scenarios",
        "path": "cais/mmlu",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "auxiliary_train": "train"
            },
            "type": "rename_splits"
        },
        {
            "fields": {
                "topic": "moral scenarios"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.qa.multiple_choice.with_topic",
    "templates": "templates.qa.multiple_choice.original.all",
    "type": "task_card"
}

References: tasks.qa.multiple_choice.with_topic, templates.qa.multiple_choice.original.all




professional_psychology.json

Note

ID: cards.mmlu.professional_psychology.json | Type: TaskCard

{
    "loader": {
        "name": "professional_psychology",
        "path": "cais/mmlu",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "auxiliary_train": "train"
            },
            "type": "rename_splits"
        },
        {
            "fields": {
                "topic": "professional psychology"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.qa.multiple_choice.with_topic",
    "templates": "templates.qa.multiple_choice.original.all",
    "type": "task_card"
}

References: tasks.qa.multiple_choice.with_topic, templates.qa.multiple_choice.original.all




international_law.json

Note

ID: cards.mmlu.international_law.json | Type: TaskCard

{
    "loader": {
        "name": "international_law",
        "path": "cais/mmlu",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "auxiliary_train": "train"
            },
            "type": "rename_splits"
        },
        {
            "fields": {
                "topic": "international law"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.qa.multiple_choice.with_topic",
    "templates": "templates.qa.multiple_choice.original.all",
    "type": "task_card"
}

References: tasks.qa.multiple_choice.with_topic, templates.qa.multiple_choice.original.all




medical_genetics.json

Note

ID: cards.mmlu.medical_genetics.json | Type: TaskCard

{
    "loader": {
        "name": "medical_genetics",
        "path": "cais/mmlu",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "auxiliary_train": "train"
            },
            "type": "rename_splits"
        },
        {
            "fields": {
                "topic": "medical genetics"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.qa.multiple_choice.with_topic",
    "templates": "templates.qa.multiple_choice.original.all",
    "type": "task_card"
}

References: tasks.qa.multiple_choice.with_topic, templates.qa.multiple_choice.original.all




high_school_microeconomics.json

Note

ID: cards.mmlu.high_school_microeconomics.json | Type: TaskCard

{
    "loader": {
        "name": "high_school_microeconomics",
        "path": "cais/mmlu",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "auxiliary_train": "train"
            },
            "type": "rename_splits"
        },
        {
            "fields": {
                "topic": "high school microeconomics"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.qa.multiple_choice.with_topic",
    "templates": "templates.qa.multiple_choice.original.all",
    "type": "task_card"
}

References: tasks.qa.multiple_choice.with_topic, templates.qa.multiple_choice.original.all




high_school_biology.json

Note

ID: cards.mmlu.high_school_biology.json | Type: TaskCard

{
    "loader": {
        "name": "high_school_biology",
        "path": "cais/mmlu",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "auxiliary_train": "train"
            },
            "type": "rename_splits"
        },
        {
            "fields": {
                "topic": "high school biology"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.qa.multiple_choice.with_topic",
    "templates": "templates.qa.multiple_choice.original.all",
    "type": "task_card"
}

References: tasks.qa.multiple_choice.with_topic, templates.qa.multiple_choice.original.all




professional_accounting.json

Note

ID: cards.mmlu.professional_accounting.json | Type: TaskCard

{
    "loader": {
        "name": "professional_accounting",
        "path": "cais/mmlu",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "auxiliary_train": "train"
            },
            "type": "rename_splits"
        },
        {
            "fields": {
                "topic": "professional accounting"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.qa.multiple_choice.with_topic",
    "templates": "templates.qa.multiple_choice.original.all",
    "type": "task_card"
}

References: tasks.qa.multiple_choice.with_topic, templates.qa.multiple_choice.original.all




marketing.json

Note

ID: cards.mmlu.marketing.json | Type: TaskCard

{
    "loader": {
        "name": "marketing",
        "path": "cais/mmlu",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "auxiliary_train": "train"
            },
            "type": "rename_splits"
        },
        {
            "fields": {
                "topic": "marketing"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.qa.multiple_choice.with_topic",
    "templates": "templates.qa.multiple_choice.original.all",
    "type": "task_card"
}

References: tasks.qa.multiple_choice.with_topic, templates.qa.multiple_choice.original.all




high_school_chemistry.json

Note

ID: cards.mmlu.high_school_chemistry.json | Type: TaskCard

{
    "loader": {
        "name": "high_school_chemistry",
        "path": "cais/mmlu",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "auxiliary_train": "train"
            },
            "type": "rename_splits"
        },
        {
            "fields": {
                "topic": "high school chemistry"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.qa.multiple_choice.with_topic",
    "templates": "templates.qa.multiple_choice.original.all",
    "type": "task_card"
}

References: tasks.qa.multiple_choice.with_topic, templates.qa.multiple_choice.original.all




human_sexuality.json

Note

ID: cards.mmlu.human_sexuality.json | Type: TaskCard

{
    "loader": {
        "name": "human_sexuality",
        "path": "cais/mmlu",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "auxiliary_train": "train"
            },
            "type": "rename_splits"
        },
        {
            "fields": {
                "topic": "human sexuality"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.qa.multiple_choice.with_topic",
    "templates": "templates.qa.multiple_choice.original.all",
    "type": "task_card"
}

References: tasks.qa.multiple_choice.with_topic, templates.qa.multiple_choice.original.all




jurisprudence.json

Note

ID: cards.mmlu.jurisprudence.json | Type: TaskCard

{
    "loader": {
        "name": "jurisprudence",
        "path": "cais/mmlu",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "auxiliary_train": "train"
            },
            "type": "rename_splits"
        },
        {
            "fields": {
                "topic": "jurisprudence"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.qa.multiple_choice.with_topic",
    "templates": "templates.qa.multiple_choice.original.all",
    "type": "task_card"
}

References: tasks.qa.multiple_choice.with_topic, templates.qa.multiple_choice.original.all




high_school_world_history.json

Note

ID: cards.mmlu.high_school_world_history.json | Type: TaskCard

{
    "loader": {
        "name": "high_school_world_history",
        "path": "cais/mmlu",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "auxiliary_train": "train"
            },
            "type": "rename_splits"
        },
        {
            "fields": {
                "topic": "high school world history"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.qa.multiple_choice.with_topic",
    "templates": "templates.qa.multiple_choice.original.all",
    "type": "task_card"
}

References: tasks.qa.multiple_choice.with_topic, templates.qa.multiple_choice.original.all




high_school_macroeconomics.json

Note

ID: cards.mmlu.high_school_macroeconomics.json | Type: TaskCard

{
    "loader": {
        "name": "high_school_macroeconomics",
        "path": "cais/mmlu",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "auxiliary_train": "train"
            },
            "type": "rename_splits"
        },
        {
            "fields": {
                "topic": "high school macroeconomics"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.qa.multiple_choice.with_topic",
    "templates": "templates.qa.multiple_choice.original.all",
    "type": "task_card"
}

References: tasks.qa.multiple_choice.with_topic, templates.qa.multiple_choice.original.all




college_medicine.json

Note

ID: cards.mmlu.college_medicine.json | Type: TaskCard

{
    "loader": {
        "name": "college_medicine",
        "path": "cais/mmlu",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "auxiliary_train": "train"
            },
            "type": "rename_splits"
        },
        {
            "fields": {
                "topic": "college medicine"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.qa.multiple_choice.with_topic",
    "templates": "templates.qa.multiple_choice.original.all",
    "type": "task_card"
}

References: tasks.qa.multiple_choice.with_topic, templates.qa.multiple_choice.original.all




human_aging.json

Note

ID: cards.mmlu.human_aging.json | Type: TaskCard

{
    "loader": {
        "name": "human_aging",
        "path": "cais/mmlu",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "auxiliary_train": "train"
            },
            "type": "rename_splits"
        },
        {
            "fields": {
                "topic": "human aging"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.qa.multiple_choice.with_topic",
    "templates": "templates.qa.multiple_choice.original.all",
    "type": "task_card"
}

References: tasks.qa.multiple_choice.with_topic, templates.qa.multiple_choice.original.all




business_ethics.json

Note

ID: cards.mmlu.business_ethics.json | Type: TaskCard

{
    "loader": {
        "name": "business_ethics",
        "path": "cais/mmlu",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "auxiliary_train": "train"
            },
            "type": "rename_splits"
        },
        {
            "fields": {
                "topic": "business ethics"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.qa.multiple_choice.with_topic",
    "templates": "templates.qa.multiple_choice.original.all",
    "type": "task_card"
}

References: tasks.qa.multiple_choice.with_topic, templates.qa.multiple_choice.original.all




abstract_algebra.json

Note

ID: cards.mmlu.abstract_algebra.json | Type: TaskCard

{
    "loader": {
        "name": "abstract_algebra",
        "path": "cais/mmlu",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "auxiliary_train": "train"
            },
            "type": "rename_splits"
        },
        {
            "fields": {
                "topic": "abstract algebra"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.qa.multiple_choice.with_topic",
    "templates": "templates.qa.multiple_choice.original.all",
    "type": "task_card"
}

References: tasks.qa.multiple_choice.with_topic, templates.qa.multiple_choice.original.all




formal_logic.json

Note

ID: cards.mmlu.formal_logic.json | Type: TaskCard

{
    "loader": {
        "name": "formal_logic",
        "path": "cais/mmlu",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "auxiliary_train": "train"
            },
            "type": "rename_splits"
        },
        {
            "fields": {
                "topic": "formal logic"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.qa.multiple_choice.with_topic",
    "templates": "templates.qa.multiple_choice.original.all",
    "type": "task_card"
}

References: tasks.qa.multiple_choice.with_topic, templates.qa.multiple_choice.original.all




prehistory.json

Note

ID: cards.mmlu.prehistory.json | Type: TaskCard

{
    "loader": {
        "name": "prehistory",
        "path": "cais/mmlu",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "auxiliary_train": "train"
            },
            "type": "rename_splits"
        },
        {
            "fields": {
                "topic": "prehistory"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.qa.multiple_choice.with_topic",
    "templates": "templates.qa.multiple_choice.original.all",
    "type": "task_card"
}

References: tasks.qa.multiple_choice.with_topic, templates.qa.multiple_choice.original.all




moral_disputes.json

Note

ID: cards.mmlu.moral_disputes.json | Type: TaskCard

{
    "loader": {
        "name": "moral_disputes",
        "path": "cais/mmlu",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "auxiliary_train": "train"
            },
            "type": "rename_splits"
        },
        {
            "fields": {
                "topic": "moral disputes"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.qa.multiple_choice.with_topic",
    "templates": "templates.qa.multiple_choice.original.all",
    "type": "task_card"
}

References: tasks.qa.multiple_choice.with_topic, templates.qa.multiple_choice.original.all




econometrics.json

Note

ID: cards.mmlu.econometrics.json | Type: TaskCard

{
    "loader": {
        "name": "econometrics",
        "path": "cais/mmlu",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "auxiliary_train": "train"
            },
            "type": "rename_splits"
        },
        {
            "fields": {
                "topic": "econometrics"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.qa.multiple_choice.with_topic",
    "templates": "templates.qa.multiple_choice.original.all",
    "type": "task_card"
}

References: tasks.qa.multiple_choice.with_topic, templates.qa.multiple_choice.original.all




college_computer_science.json

Note

ID: cards.mmlu.college_computer_science.json | Type: TaskCard

{
    "loader": {
        "name": "college_computer_science",
        "path": "cais/mmlu",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "auxiliary_train": "train"
            },
            "type": "rename_splits"
        },
        {
            "fields": {
                "topic": "college computer science"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.qa.multiple_choice.with_topic",
    "templates": "templates.qa.multiple_choice.original.all",
    "type": "task_card"
}

References: tasks.qa.multiple_choice.with_topic, templates.qa.multiple_choice.original.all




college_biology.json

Note

ID: cards.mmlu.college_biology.json | Type: TaskCard

{
    "loader": {
        "name": "college_biology",
        "path": "cais/mmlu",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "auxiliary_train": "train"
            },
            "type": "rename_splits"
        },
        {
            "fields": {
                "topic": "college biology"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.qa.multiple_choice.with_topic",
    "templates": "templates.qa.multiple_choice.original.all",
    "type": "task_card"
}

References: tasks.qa.multiple_choice.with_topic, templates.qa.multiple_choice.original.all




sociology.json

Note

ID: cards.mmlu.sociology.json | Type: TaskCard

{
    "loader": {
        "name": "sociology",
        "path": "cais/mmlu",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "auxiliary_train": "train"
            },
            "type": "rename_splits"
        },
        {
            "fields": {
                "topic": "sociology"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.qa.multiple_choice.with_topic",
    "templates": "templates.qa.multiple_choice.original.all",
    "type": "task_card"
}

References: tasks.qa.multiple_choice.with_topic, templates.qa.multiple_choice.original.all




college_chemistry.json

Note

ID: cards.mmlu.college_chemistry.json | Type: TaskCard

{
    "loader": {
        "name": "college_chemistry",
        "path": "cais/mmlu",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "auxiliary_train": "train"
            },
            "type": "rename_splits"
        },
        {
            "fields": {
                "topic": "college chemistry"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.qa.multiple_choice.with_topic",
    "templates": "templates.qa.multiple_choice.original.all",
    "type": "task_card"
}

References: tasks.qa.multiple_choice.with_topic, templates.qa.multiple_choice.original.all




computer_security.json

Note

ID: cards.mmlu.computer_security.json | Type: TaskCard

{
    "loader": {
        "name": "computer_security",
        "path": "cais/mmlu",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "auxiliary_train": "train"
            },
            "type": "rename_splits"
        },
        {
            "fields": {
                "topic": "computer security"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.qa.multiple_choice.with_topic",
    "templates": "templates.qa.multiple_choice.original.all",
    "type": "task_card"
}

References: tasks.qa.multiple_choice.with_topic, templates.qa.multiple_choice.original.all




logical_fallacies.json

Note

ID: cards.mmlu.logical_fallacies.json | Type: TaskCard

{
    "loader": {
        "name": "logical_fallacies",
        "path": "cais/mmlu",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "auxiliary_train": "train"
            },
            "type": "rename_splits"
        },
        {
            "fields": {
                "topic": "logical fallacies"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.qa.multiple_choice.with_topic",
    "templates": "templates.qa.multiple_choice.original.all",
    "type": "task_card"
}

References: tasks.qa.multiple_choice.with_topic, templates.qa.multiple_choice.original.all




virology.json

Note

ID: cards.mmlu.virology.json | Type: TaskCard

{
    "loader": {
        "name": "virology",
        "path": "cais/mmlu",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "auxiliary_train": "train"
            },
            "type": "rename_splits"
        },
        {
            "fields": {
                "topic": "virology"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.qa.multiple_choice.with_topic",
    "templates": "templates.qa.multiple_choice.original.all",
    "type": "task_card"
}

References: tasks.qa.multiple_choice.with_topic, templates.qa.multiple_choice.original.all




college_physics.json

Note

ID: cards.mmlu.college_physics.json | Type: TaskCard

{
    "loader": {
        "name": "college_physics",
        "path": "cais/mmlu",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "auxiliary_train": "train"
            },
            "type": "rename_splits"
        },
        {
            "fields": {
                "topic": "college physics"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.qa.multiple_choice.with_topic",
    "templates": "templates.qa.multiple_choice.original.all",
    "type": "task_card"
}

References: tasks.qa.multiple_choice.with_topic, templates.qa.multiple_choice.original.all




us_foreign_policy.json

Note

ID: cards.mmlu.us_foreign_policy.json | Type: TaskCard

{
    "loader": {
        "name": "us_foreign_policy",
        "path": "cais/mmlu",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "auxiliary_train": "train"
            },
            "type": "rename_splits"
        },
        {
            "fields": {
                "topic": "us foreign policy"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.qa.multiple_choice.with_topic",
    "templates": "templates.qa.multiple_choice.original.all",
    "type": "task_card"
}

References: tasks.qa.multiple_choice.with_topic, templates.qa.multiple_choice.original.all




public_relations.json

Note

ID: cards.mmlu.public_relations.json | Type: TaskCard

{
    "loader": {
        "name": "public_relations",
        "path": "cais/mmlu",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "auxiliary_train": "train"
            },
            "type": "rename_splits"
        },
        {
            "fields": {
                "topic": "public relations"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.qa.multiple_choice.with_topic",
    "templates": "templates.qa.multiple_choice.original.all",
    "type": "task_card"
}

References: tasks.qa.multiple_choice.with_topic, templates.qa.multiple_choice.original.all




high_school_psychology.json

Note

ID: cards.mmlu.high_school_psychology.json | Type: TaskCard

{
    "loader": {
        "name": "high_school_psychology",
        "path": "cais/mmlu",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "auxiliary_train": "train"
            },
            "type": "rename_splits"
        },
        {
            "fields": {
                "topic": "high school psychology"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.qa.multiple_choice.with_topic",
    "templates": "templates.qa.multiple_choice.original.all",
    "type": "task_card"
}

References: tasks.qa.multiple_choice.with_topic, templates.qa.multiple_choice.original.all




security_studies.json

Note

ID: cards.mmlu.security_studies.json | Type: TaskCard

{
    "loader": {
        "name": "security_studies",
        "path": "cais/mmlu",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "auxiliary_train": "train"
            },
            "type": "rename_splits"
        },
        {
            "fields": {
                "topic": "security studies"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.qa.multiple_choice.with_topic",
    "templates": "templates.qa.multiple_choice.original.all",
    "type": "task_card"
}

References: tasks.qa.multiple_choice.with_topic, templates.qa.multiple_choice.original.all




global_facts.json

Note

ID: cards.mmlu.global_facts.json | Type: TaskCard

{
    "loader": {
        "name": "global_facts",
        "path": "cais/mmlu",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "auxiliary_train": "train"
            },
            "type": "rename_splits"
        },
        {
            "fields": {
                "topic": "global facts"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.qa.multiple_choice.with_topic",
    "templates": "templates.qa.multiple_choice.original.all",
    "type": "task_card"
}

References: tasks.qa.multiple_choice.with_topic, templates.qa.multiple_choice.original.all




elementary_mathematics.json

Note

ID: cards.mmlu.elementary_mathematics.json | Type: TaskCard

{
    "loader": {
        "name": "elementary_mathematics",
        "path": "cais/mmlu",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "auxiliary_train": "train"
            },
            "type": "rename_splits"
        },
        {
            "fields": {
                "topic": "elementary mathematics"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.qa.multiple_choice.with_topic",
    "templates": "templates.qa.multiple_choice.original.all",
    "type": "task_card"
}

References: tasks.qa.multiple_choice.with_topic, templates.qa.multiple_choice.original.all




anatomy.json

Note

ID: cards.mmlu.anatomy.json | Type: TaskCard

{
    "loader": {
        "name": "anatomy",
        "path": "cais/mmlu",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "auxiliary_train": "train"
            },
            "type": "rename_splits"
        },
        {
            "fields": {
                "topic": "anatomy"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.qa.multiple_choice.with_topic",
    "templates": "templates.qa.multiple_choice.original.all",
    "type": "task_card"
}

References: tasks.qa.multiple_choice.with_topic, templates.qa.multiple_choice.original.all




astronomy.json

Note

ID: cards.mmlu.astronomy.json | Type: TaskCard

{
    "loader": {
        "name": "astronomy",
        "path": "cais/mmlu",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "auxiliary_train": "train"
            },
            "type": "rename_splits"
        },
        {
            "fields": {
                "topic": "astronomy"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.qa.multiple_choice.with_topic",
    "templates": "templates.qa.multiple_choice.original.all",
    "type": "task_card"
}

References: tasks.qa.multiple_choice.with_topic, templates.qa.multiple_choice.original.all




miscellaneous.json

Note

ID: cards.mmlu.miscellaneous.json | Type: TaskCard

{
    "loader": {
        "name": "miscellaneous",
        "path": "cais/mmlu",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "auxiliary_train": "train"
            },
            "type": "rename_splits"
        },
        {
            "fields": {
                "topic": "miscellaneous"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.qa.multiple_choice.with_topic",
    "templates": "templates.qa.multiple_choice.original.all",
    "type": "task_card"
}

References: tasks.qa.multiple_choice.with_topic, templates.qa.multiple_choice.original.all




professional_medicine.json

Note

ID: cards.mmlu.professional_medicine.json | Type: TaskCard

{
    "loader": {
        "name": "professional_medicine",
        "path": "cais/mmlu",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "auxiliary_train": "train"
            },
            "type": "rename_splits"
        },
        {
            "fields": {
                "topic": "professional medicine"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.qa.multiple_choice.with_topic",
    "templates": "templates.qa.multiple_choice.original.all",
    "type": "task_card"
}

References: tasks.qa.multiple_choice.with_topic, templates.qa.multiple_choice.original.all




high_school_physics.json

Note

ID: cards.mmlu.high_school_physics.json | Type: TaskCard

{
    "loader": {
        "name": "high_school_physics",
        "path": "cais/mmlu",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "auxiliary_train": "train"
            },
            "type": "rename_splits"
        },
        {
            "fields": {
                "topic": "high school physics"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.qa.multiple_choice.with_topic",
    "templates": "templates.qa.multiple_choice.original.all",
    "type": "task_card"
}

References: tasks.qa.multiple_choice.with_topic, templates.qa.multiple_choice.original.all




conceptual_physics.json

Note

ID: cards.mmlu.conceptual_physics.json | Type: TaskCard

{
    "loader": {
        "name": "conceptual_physics",
        "path": "cais/mmlu",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "auxiliary_train": "train"
            },
            "type": "rename_splits"
        },
        {
            "fields": {
                "topic": "conceptual physics"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.qa.multiple_choice.with_topic",
    "templates": "templates.qa.multiple_choice.original.all",
    "type": "task_card"
}

References: tasks.qa.multiple_choice.with_topic, templates.qa.multiple_choice.original.all




electrical_engineering.json

Note

ID: cards.mmlu.electrical_engineering.json | Type: TaskCard

{
    "loader": {
        "name": "electrical_engineering",
        "path": "cais/mmlu",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "auxiliary_train": "train"
            },
            "type": "rename_splits"
        },
        {
            "fields": {
                "topic": "electrical engineering"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.qa.multiple_choice.with_topic",
    "templates": "templates.qa.multiple_choice.original.all",
    "type": "task_card"
}

References: tasks.qa.multiple_choice.with_topic, templates.qa.multiple_choice.original.all




high_school_european_history.json

Note

ID: cards.mmlu.high_school_european_history.json | Type: TaskCard

{
    "loader": {
        "name": "high_school_european_history",
        "path": "cais/mmlu",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "auxiliary_train": "train"
            },
            "type": "rename_splits"
        },
        {
            "fields": {
                "topic": "high school european history"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.qa.multiple_choice.with_topic",
    "templates": "templates.qa.multiple_choice.original.all",
    "type": "task_card"
}

References: tasks.qa.multiple_choice.with_topic, templates.qa.multiple_choice.original.all




philosophy.json

Note

ID: cards.mmlu.philosophy.json | Type: TaskCard

{
    "loader": {
        "name": "philosophy",
        "path": "cais/mmlu",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "auxiliary_train": "train"
            },
            "type": "rename_splits"
        },
        {
            "fields": {
                "topic": "philosophy"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.qa.multiple_choice.with_topic",
    "templates": "templates.qa.multiple_choice.original.all",
    "type": "task_card"
}

References: tasks.qa.multiple_choice.with_topic, templates.qa.multiple_choice.original.all




high_school_government_and_politics.json

Note

ID: cards.mmlu.high_school_government_and_politics.json | Type: TaskCard

{
    "loader": {
        "name": "high_school_government_and_politics",
        "path": "cais/mmlu",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "auxiliary_train": "train"
            },
            "type": "rename_splits"
        },
        {
            "fields": {
                "topic": "high school government and politics"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.qa.multiple_choice.with_topic",
    "templates": "templates.qa.multiple_choice.original.all",
    "type": "task_card"
}

References: tasks.qa.multiple_choice.with_topic, templates.qa.multiple_choice.original.all




college_mathematics.json

Note

ID: cards.mmlu.college_mathematics.json | Type: TaskCard

{
    "loader": {
        "name": "college_mathematics",
        "path": "cais/mmlu",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "auxiliary_train": "train"
            },
            "type": "rename_splits"
        },
        {
            "fields": {
                "topic": "college mathematics"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.qa.multiple_choice.with_topic",
    "templates": "templates.qa.multiple_choice.original.all",
    "type": "task_card"
}

References: tasks.qa.multiple_choice.with_topic, templates.qa.multiple_choice.original.all




nutrition.json

Note

ID: cards.mmlu.nutrition.json | Type: TaskCard

{
    "loader": {
        "name": "nutrition",
        "path": "cais/mmlu",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "auxiliary_train": "train"
            },
            "type": "rename_splits"
        },
        {
            "fields": {
                "topic": "nutrition"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.qa.multiple_choice.with_topic",
    "templates": "templates.qa.multiple_choice.original.all",
    "type": "task_card"
}

References: tasks.qa.multiple_choice.with_topic, templates.qa.multiple_choice.original.all




high_school_mathematics.json

Note

ID: cards.mmlu.high_school_mathematics.json | Type: TaskCard

{
    "loader": {
        "name": "high_school_mathematics",
        "path": "cais/mmlu",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "auxiliary_train": "train"
            },
            "type": "rename_splits"
        },
        {
            "fields": {
                "topic": "high school mathematics"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.qa.multiple_choice.with_topic",
    "templates": "templates.qa.multiple_choice.original.all",
    "type": "task_card"
}

References: tasks.qa.multiple_choice.with_topic, templates.qa.multiple_choice.original.all




machine_learning.json

Note

ID: cards.mmlu.machine_learning.json | Type: TaskCard

{
    "loader": {
        "name": "machine_learning",
        "path": "cais/mmlu",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "auxiliary_train": "train"
            },
            "type": "rename_splits"
        },
        {
            "fields": {
                "topic": "machine learning"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.qa.multiple_choice.with_topic",
    "templates": "templates.qa.multiple_choice.original.all",
    "type": "task_card"
}

References: tasks.qa.multiple_choice.with_topic, templates.qa.multiple_choice.original.all




world_religions.json

Note

ID: cards.mmlu.world_religions.json | Type: TaskCard

{
    "loader": {
        "name": "world_religions",
        "path": "cais/mmlu",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "auxiliary_train": "train"
            },
            "type": "rename_splits"
        },
        {
            "fields": {
                "topic": "world religions"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.qa.multiple_choice.with_topic",
    "templates": "templates.qa.multiple_choice.original.all",
    "type": "task_card"
}

References: tasks.qa.multiple_choice.with_topic, templates.qa.multiple_choice.original.all




high_school_us_history.json

Note

ID: cards.mmlu.high_school_us_history.json | Type: TaskCard

{
    "loader": {
        "name": "high_school_us_history",
        "path": "cais/mmlu",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "auxiliary_train": "train"
            },
            "type": "rename_splits"
        },
        {
            "fields": {
                "topic": "high school us history"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.qa.multiple_choice.with_topic",
    "templates": "templates.qa.multiple_choice.original.all",
    "type": "task_card"
}

References: tasks.qa.multiple_choice.with_topic, templates.qa.multiple_choice.original.all




clinical_knowledge.json

Note

ID: cards.mmlu.clinical_knowledge.json | Type: TaskCard

{
    "loader": {
        "name": "clinical_knowledge",
        "path": "cais/mmlu",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "auxiliary_train": "train"
            },
            "type": "rename_splits"
        },
        {
            "fields": {
                "topic": "clinical knowledge"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.qa.multiple_choice.with_topic",
    "templates": "templates.qa.multiple_choice.original.all",
    "type": "task_card"
}

References: tasks.qa.multiple_choice.with_topic, templates.qa.multiple_choice.original.all




high_school_statistics.json

Note

ID: cards.mmlu.high_school_statistics.json | Type: TaskCard

{
    "loader": {
        "name": "high_school_statistics",
        "path": "cais/mmlu",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "auxiliary_train": "train"
            },
            "type": "rename_splits"
        },
        {
            "fields": {
                "topic": "high school statistics"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.qa.multiple_choice.with_topic",
    "templates": "templates.qa.multiple_choice.original.all",
    "type": "task_card"
}

References: tasks.qa.multiple_choice.with_topic, templates.qa.multiple_choice.original.all




high_school_computer_science.json

Note

ID: cards.mmlu.high_school_computer_science.json | Type: TaskCard

{
    "loader": {
        "name": "high_school_computer_science",
        "path": "cais/mmlu",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "auxiliary_train": "train"
            },
            "type": "rename_splits"
        },
        {
            "fields": {
                "topic": "high school computer science"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.qa.multiple_choice.with_topic",
    "templates": "templates.qa.multiple_choice.original.all",
    "type": "task_card"
}

References: tasks.qa.multiple_choice.with_topic, templates.qa.multiple_choice.original.all




high_school_geography.json

Note

ID: cards.mmlu.high_school_geography.json | Type: TaskCard

{
    "loader": {
        "name": "high_school_geography",
        "path": "cais/mmlu",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "auxiliary_train": "train"
            },
            "type": "rename_splits"
        },
        {
            "fields": {
                "topic": "high school geography"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.qa.multiple_choice.with_topic",
    "templates": "templates.qa.multiple_choice.original.all",
    "type": "task_card"
}

References: tasks.qa.multiple_choice.with_topic, templates.qa.multiple_choice.original.all




amazon_mass


am_ET.json

Note

ID: cards.amazon_mass.am_ET.json | Type: TaskCard

{
    "loader": {
        "name": "am-ET",
        "path": "AmazonScience/massive",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mappers": {
                "intent": {
                    "0": "datetime_query",
                    "1": "iot_hue_lightchange",
                    "10": "qa_currency",
                    "11": "transport_traffic",
                    "12": "general_quirky",
                    "13": "weather_query",
                    "14": "audio_volume_up",
                    "15": "email_addcontact",
                    "16": "takeaway_order",
                    "17": "email_querycontact",
                    "18": "iot_hue_lightup",
                    "19": "recommendation_locations",
                    "2": "transport_ticket",
                    "20": "play_audiobook",
                    "21": "lists_createoradd",
                    "22": "news_query",
                    "23": "alarm_query",
                    "24": "iot_wemo_on",
                    "25": "general_joke",
                    "26": "qa_definition",
                    "27": "social_query",
                    "28": "music_settings",
                    "29": "audio_volume_other",
                    "3": "takeaway_query",
                    "30": "calendar_remove",
                    "31": "iot_hue_lightdim",
                    "32": "calendar_query",
                    "33": "email_sendemail",
                    "34": "iot_cleaning",
                    "35": "audio_volume_down",
                    "36": "play_radio",
                    "37": "cooking_query",
                    "38": "datetime_convert",
                    "39": "qa_maths",
                    "4": "qa_stock",
                    "40": "iot_hue_lightoff",
                    "41": "iot_hue_lighton",
                    "42": "transport_query",
                    "43": "music_likeness",
                    "44": "email_query",
                    "45": "play_music",
                    "46": "audio_volume_mute",
                    "47": "social_post",
                    "48": "alarm_set",
                    "49": "qa_factoid",
                    "5": "general_greet",
                    "50": "calendar_set",
                    "51": "play_game",
                    "52": "alarm_remove",
                    "53": "lists_remove",
                    "54": "transport_taxi",
                    "55": "recommendation_movies",
                    "56": "iot_coffee",
                    "57": "music_query",
                    "58": "play_podcasts",
                    "59": "lists_query",
                    "6": "recommendation_events",
                    "7": "music_dislikeness",
                    "8": "iot_wemo_off",
                    "9": "cooking_recipe"
                }
            },
            "type": "map_instance_values"
        },
        {
            "field_to_field": {
                "intent": "label",
                "utt": "text"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "classes": [
                    "datetime_query",
                    "iot_hue_lightchange",
                    "transport_ticket",
                    "takeaway_query",
                    "qa_stock",
                    "general_greet",
                    "recommendation_events",
                    "music_dislikeness",
                    "iot_wemo_off",
                    "cooking_recipe",
                    "qa_currency",
                    "transport_traffic",
                    "general_quirky",
                    "weather_query",
                    "audio_volume_up",
                    "email_addcontact",
                    "takeaway_order",
                    "email_querycontact",
                    "iot_hue_lightup",
                    "recommendation_locations",
                    "play_audiobook",
                    "lists_createoradd",
                    "news_query",
                    "alarm_query",
                    "iot_wemo_on",
                    "general_joke",
                    "qa_definition",
                    "social_query",
                    "music_settings",
                    "audio_volume_other",
                    "calendar_remove",
                    "iot_hue_lightdim",
                    "calendar_query",
                    "email_sendemail",
                    "iot_cleaning",
                    "audio_volume_down",
                    "play_radio",
                    "cooking_query",
                    "datetime_convert",
                    "qa_maths",
                    "iot_hue_lightoff",
                    "iot_hue_lighton",
                    "transport_query",
                    "music_likeness",
                    "email_query",
                    "play_music",
                    "audio_volume_mute",
                    "social_post",
                    "alarm_set",
                    "qa_factoid",
                    "calendar_set",
                    "play_game",
                    "alarm_remove",
                    "lists_remove",
                    "transport_taxi",
                    "recommendation_movies",
                    "iot_coffee",
                    "music_query",
                    "play_podcasts",
                    "lists_query"
                ],
                "text_type": "sentence",
                "type_of_class": "intent"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.classification.multi_class",
    "templates": "templates.classification.multi_class.all",
    "type": "task_card"
}

References: tasks.classification.multi_class, templates.classification.multi_class.all




ja_JP.json

Note

ID: cards.amazon_mass.ja_JP.json | Type: TaskCard

{
    "loader": {
        "name": "ja-JP",
        "path": "AmazonScience/massive",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mappers": {
                "intent": {
                    "0": "datetime_query",
                    "1": "iot_hue_lightchange",
                    "10": "qa_currency",
                    "11": "transport_traffic",
                    "12": "general_quirky",
                    "13": "weather_query",
                    "14": "audio_volume_up",
                    "15": "email_addcontact",
                    "16": "takeaway_order",
                    "17": "email_querycontact",
                    "18": "iot_hue_lightup",
                    "19": "recommendation_locations",
                    "2": "transport_ticket",
                    "20": "play_audiobook",
                    "21": "lists_createoradd",
                    "22": "news_query",
                    "23": "alarm_query",
                    "24": "iot_wemo_on",
                    "25": "general_joke",
                    "26": "qa_definition",
                    "27": "social_query",
                    "28": "music_settings",
                    "29": "audio_volume_other",
                    "3": "takeaway_query",
                    "30": "calendar_remove",
                    "31": "iot_hue_lightdim",
                    "32": "calendar_query",
                    "33": "email_sendemail",
                    "34": "iot_cleaning",
                    "35": "audio_volume_down",
                    "36": "play_radio",
                    "37": "cooking_query",
                    "38": "datetime_convert",
                    "39": "qa_maths",
                    "4": "qa_stock",
                    "40": "iot_hue_lightoff",
                    "41": "iot_hue_lighton",
                    "42": "transport_query",
                    "43": "music_likeness",
                    "44": "email_query",
                    "45": "play_music",
                    "46": "audio_volume_mute",
                    "47": "social_post",
                    "48": "alarm_set",
                    "49": "qa_factoid",
                    "5": "general_greet",
                    "50": "calendar_set",
                    "51": "play_game",
                    "52": "alarm_remove",
                    "53": "lists_remove",
                    "54": "transport_taxi",
                    "55": "recommendation_movies",
                    "56": "iot_coffee",
                    "57": "music_query",
                    "58": "play_podcasts",
                    "59": "lists_query",
                    "6": "recommendation_events",
                    "7": "music_dislikeness",
                    "8": "iot_wemo_off",
                    "9": "cooking_recipe"
                }
            },
            "type": "map_instance_values"
        },
        {
            "field_to_field": {
                "intent": "label",
                "utt": "text"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "classes": [
                    "datetime_query",
                    "iot_hue_lightchange",
                    "transport_ticket",
                    "takeaway_query",
                    "qa_stock",
                    "general_greet",
                    "recommendation_events",
                    "music_dislikeness",
                    "iot_wemo_off",
                    "cooking_recipe",
                    "qa_currency",
                    "transport_traffic",
                    "general_quirky",
                    "weather_query",
                    "audio_volume_up",
                    "email_addcontact",
                    "takeaway_order",
                    "email_querycontact",
                    "iot_hue_lightup",
                    "recommendation_locations",
                    "play_audiobook",
                    "lists_createoradd",
                    "news_query",
                    "alarm_query",
                    "iot_wemo_on",
                    "general_joke",
                    "qa_definition",
                    "social_query",
                    "music_settings",
                    "audio_volume_other",
                    "calendar_remove",
                    "iot_hue_lightdim",
                    "calendar_query",
                    "email_sendemail",
                    "iot_cleaning",
                    "audio_volume_down",
                    "play_radio",
                    "cooking_query",
                    "datetime_convert",
                    "qa_maths",
                    "iot_hue_lightoff",
                    "iot_hue_lighton",
                    "transport_query",
                    "music_likeness",
                    "email_query",
                    "play_music",
                    "audio_volume_mute",
                    "social_post",
                    "alarm_set",
                    "qa_factoid",
                    "calendar_set",
                    "play_game",
                    "alarm_remove",
                    "lists_remove",
                    "transport_taxi",
                    "recommendation_movies",
                    "iot_coffee",
                    "music_query",
                    "play_podcasts",
                    "lists_query"
                ],
                "text_type": "sentence",
                "type_of_class": "intent"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.classification.multi_class",
    "templates": "templates.classification.multi_class.all",
    "type": "task_card"
}

References: tasks.classification.multi_class, templates.classification.multi_class.all




da_DK.json

Note

ID: cards.amazon_mass.da_DK.json | Type: TaskCard

{
    "loader": {
        "name": "da-DK",
        "path": "AmazonScience/massive",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mappers": {
                "intent": {
                    "0": "datetime_query",
                    "1": "iot_hue_lightchange",
                    "10": "qa_currency",
                    "11": "transport_traffic",
                    "12": "general_quirky",
                    "13": "weather_query",
                    "14": "audio_volume_up",
                    "15": "email_addcontact",
                    "16": "takeaway_order",
                    "17": "email_querycontact",
                    "18": "iot_hue_lightup",
                    "19": "recommendation_locations",
                    "2": "transport_ticket",
                    "20": "play_audiobook",
                    "21": "lists_createoradd",
                    "22": "news_query",
                    "23": "alarm_query",
                    "24": "iot_wemo_on",
                    "25": "general_joke",
                    "26": "qa_definition",
                    "27": "social_query",
                    "28": "music_settings",
                    "29": "audio_volume_other",
                    "3": "takeaway_query",
                    "30": "calendar_remove",
                    "31": "iot_hue_lightdim",
                    "32": "calendar_query",
                    "33": "email_sendemail",
                    "34": "iot_cleaning",
                    "35": "audio_volume_down",
                    "36": "play_radio",
                    "37": "cooking_query",
                    "38": "datetime_convert",
                    "39": "qa_maths",
                    "4": "qa_stock",
                    "40": "iot_hue_lightoff",
                    "41": "iot_hue_lighton",
                    "42": "transport_query",
                    "43": "music_likeness",
                    "44": "email_query",
                    "45": "play_music",
                    "46": "audio_volume_mute",
                    "47": "social_post",
                    "48": "alarm_set",
                    "49": "qa_factoid",
                    "5": "general_greet",
                    "50": "calendar_set",
                    "51": "play_game",
                    "52": "alarm_remove",
                    "53": "lists_remove",
                    "54": "transport_taxi",
                    "55": "recommendation_movies",
                    "56": "iot_coffee",
                    "57": "music_query",
                    "58": "play_podcasts",
                    "59": "lists_query",
                    "6": "recommendation_events",
                    "7": "music_dislikeness",
                    "8": "iot_wemo_off",
                    "9": "cooking_recipe"
                }
            },
            "type": "map_instance_values"
        },
        {
            "field_to_field": {
                "intent": "label",
                "utt": "text"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "classes": [
                    "datetime_query",
                    "iot_hue_lightchange",
                    "transport_ticket",
                    "takeaway_query",
                    "qa_stock",
                    "general_greet",
                    "recommendation_events",
                    "music_dislikeness",
                    "iot_wemo_off",
                    "cooking_recipe",
                    "qa_currency",
                    "transport_traffic",
                    "general_quirky",
                    "weather_query",
                    "audio_volume_up",
                    "email_addcontact",
                    "takeaway_order",
                    "email_querycontact",
                    "iot_hue_lightup",
                    "recommendation_locations",
                    "play_audiobook",
                    "lists_createoradd",
                    "news_query",
                    "alarm_query",
                    "iot_wemo_on",
                    "general_joke",
                    "qa_definition",
                    "social_query",
                    "music_settings",
                    "audio_volume_other",
                    "calendar_remove",
                    "iot_hue_lightdim",
                    "calendar_query",
                    "email_sendemail",
                    "iot_cleaning",
                    "audio_volume_down",
                    "play_radio",
                    "cooking_query",
                    "datetime_convert",
                    "qa_maths",
                    "iot_hue_lightoff",
                    "iot_hue_lighton",
                    "transport_query",
                    "music_likeness",
                    "email_query",
                    "play_music",
                    "audio_volume_mute",
                    "social_post",
                    "alarm_set",
                    "qa_factoid",
                    "calendar_set",
                    "play_game",
                    "alarm_remove",
                    "lists_remove",
                    "transport_taxi",
                    "recommendation_movies",
                    "iot_coffee",
                    "music_query",
                    "play_podcasts",
                    "lists_query"
                ],
                "text_type": "sentence",
                "type_of_class": "intent"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.classification.multi_class",
    "templates": "templates.classification.multi_class.all",
    "type": "task_card"
}

References: tasks.classification.multi_class, templates.classification.multi_class.all




sv_SE.json

Note

ID: cards.amazon_mass.sv_SE.json | Type: TaskCard

{
    "loader": {
        "name": "sv-SE",
        "path": "AmazonScience/massive",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mappers": {
                "intent": {
                    "0": "datetime_query",
                    "1": "iot_hue_lightchange",
                    "10": "qa_currency",
                    "11": "transport_traffic",
                    "12": "general_quirky",
                    "13": "weather_query",
                    "14": "audio_volume_up",
                    "15": "email_addcontact",
                    "16": "takeaway_order",
                    "17": "email_querycontact",
                    "18": "iot_hue_lightup",
                    "19": "recommendation_locations",
                    "2": "transport_ticket",
                    "20": "play_audiobook",
                    "21": "lists_createoradd",
                    "22": "news_query",
                    "23": "alarm_query",
                    "24": "iot_wemo_on",
                    "25": "general_joke",
                    "26": "qa_definition",
                    "27": "social_query",
                    "28": "music_settings",
                    "29": "audio_volume_other",
                    "3": "takeaway_query",
                    "30": "calendar_remove",
                    "31": "iot_hue_lightdim",
                    "32": "calendar_query",
                    "33": "email_sendemail",
                    "34": "iot_cleaning",
                    "35": "audio_volume_down",
                    "36": "play_radio",
                    "37": "cooking_query",
                    "38": "datetime_convert",
                    "39": "qa_maths",
                    "4": "qa_stock",
                    "40": "iot_hue_lightoff",
                    "41": "iot_hue_lighton",
                    "42": "transport_query",
                    "43": "music_likeness",
                    "44": "email_query",
                    "45": "play_music",
                    "46": "audio_volume_mute",
                    "47": "social_post",
                    "48": "alarm_set",
                    "49": "qa_factoid",
                    "5": "general_greet",
                    "50": "calendar_set",
                    "51": "play_game",
                    "52": "alarm_remove",
                    "53": "lists_remove",
                    "54": "transport_taxi",
                    "55": "recommendation_movies",
                    "56": "iot_coffee",
                    "57": "music_query",
                    "58": "play_podcasts",
                    "59": "lists_query",
                    "6": "recommendation_events",
                    "7": "music_dislikeness",
                    "8": "iot_wemo_off",
                    "9": "cooking_recipe"
                }
            },
            "type": "map_instance_values"
        },
        {
            "field_to_field": {
                "intent": "label",
                "utt": "text"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "classes": [
                    "datetime_query",
                    "iot_hue_lightchange",
                    "transport_ticket",
                    "takeaway_query",
                    "qa_stock",
                    "general_greet",
                    "recommendation_events",
                    "music_dislikeness",
                    "iot_wemo_off",
                    "cooking_recipe",
                    "qa_currency",
                    "transport_traffic",
                    "general_quirky",
                    "weather_query",
                    "audio_volume_up",
                    "email_addcontact",
                    "takeaway_order",
                    "email_querycontact",
                    "iot_hue_lightup",
                    "recommendation_locations",
                    "play_audiobook",
                    "lists_createoradd",
                    "news_query",
                    "alarm_query",
                    "iot_wemo_on",
                    "general_joke",
                    "qa_definition",
                    "social_query",
                    "music_settings",
                    "audio_volume_other",
                    "calendar_remove",
                    "iot_hue_lightdim",
                    "calendar_query",
                    "email_sendemail",
                    "iot_cleaning",
                    "audio_volume_down",
                    "play_radio",
                    "cooking_query",
                    "datetime_convert",
                    "qa_maths",
                    "iot_hue_lightoff",
                    "iot_hue_lighton",
                    "transport_query",
                    "music_likeness",
                    "email_query",
                    "play_music",
                    "audio_volume_mute",
                    "social_post",
                    "alarm_set",
                    "qa_factoid",
                    "calendar_set",
                    "play_game",
                    "alarm_remove",
                    "lists_remove",
                    "transport_taxi",
                    "recommendation_movies",
                    "iot_coffee",
                    "music_query",
                    "play_podcasts",
                    "lists_query"
                ],
                "text_type": "sentence",
                "type_of_class": "intent"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.classification.multi_class",
    "templates": "templates.classification.multi_class.all",
    "type": "task_card"
}

References: tasks.classification.multi_class, templates.classification.multi_class.all




fi_FI.json

Note

ID: cards.amazon_mass.fi_FI.json | Type: TaskCard

{
    "loader": {
        "name": "fi-FI",
        "path": "AmazonScience/massive",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mappers": {
                "intent": {
                    "0": "datetime_query",
                    "1": "iot_hue_lightchange",
                    "10": "qa_currency",
                    "11": "transport_traffic",
                    "12": "general_quirky",
                    "13": "weather_query",
                    "14": "audio_volume_up",
                    "15": "email_addcontact",
                    "16": "takeaway_order",
                    "17": "email_querycontact",
                    "18": "iot_hue_lightup",
                    "19": "recommendation_locations",
                    "2": "transport_ticket",
                    "20": "play_audiobook",
                    "21": "lists_createoradd",
                    "22": "news_query",
                    "23": "alarm_query",
                    "24": "iot_wemo_on",
                    "25": "general_joke",
                    "26": "qa_definition",
                    "27": "social_query",
                    "28": "music_settings",
                    "29": "audio_volume_other",
                    "3": "takeaway_query",
                    "30": "calendar_remove",
                    "31": "iot_hue_lightdim",
                    "32": "calendar_query",
                    "33": "email_sendemail",
                    "34": "iot_cleaning",
                    "35": "audio_volume_down",
                    "36": "play_radio",
                    "37": "cooking_query",
                    "38": "datetime_convert",
                    "39": "qa_maths",
                    "4": "qa_stock",
                    "40": "iot_hue_lightoff",
                    "41": "iot_hue_lighton",
                    "42": "transport_query",
                    "43": "music_likeness",
                    "44": "email_query",
                    "45": "play_music",
                    "46": "audio_volume_mute",
                    "47": "social_post",
                    "48": "alarm_set",
                    "49": "qa_factoid",
                    "5": "general_greet",
                    "50": "calendar_set",
                    "51": "play_game",
                    "52": "alarm_remove",
                    "53": "lists_remove",
                    "54": "transport_taxi",
                    "55": "recommendation_movies",
                    "56": "iot_coffee",
                    "57": "music_query",
                    "58": "play_podcasts",
                    "59": "lists_query",
                    "6": "recommendation_events",
                    "7": "music_dislikeness",
                    "8": "iot_wemo_off",
                    "9": "cooking_recipe"
                }
            },
            "type": "map_instance_values"
        },
        {
            "field_to_field": {
                "intent": "label",
                "utt": "text"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "classes": [
                    "datetime_query",
                    "iot_hue_lightchange",
                    "transport_ticket",
                    "takeaway_query",
                    "qa_stock",
                    "general_greet",
                    "recommendation_events",
                    "music_dislikeness",
                    "iot_wemo_off",
                    "cooking_recipe",
                    "qa_currency",
                    "transport_traffic",
                    "general_quirky",
                    "weather_query",
                    "audio_volume_up",
                    "email_addcontact",
                    "takeaway_order",
                    "email_querycontact",
                    "iot_hue_lightup",
                    "recommendation_locations",
                    "play_audiobook",
                    "lists_createoradd",
                    "news_query",
                    "alarm_query",
                    "iot_wemo_on",
                    "general_joke",
                    "qa_definition",
                    "social_query",
                    "music_settings",
                    "audio_volume_other",
                    "calendar_remove",
                    "iot_hue_lightdim",
                    "calendar_query",
                    "email_sendemail",
                    "iot_cleaning",
                    "audio_volume_down",
                    "play_radio",
                    "cooking_query",
                    "datetime_convert",
                    "qa_maths",
                    "iot_hue_lightoff",
                    "iot_hue_lighton",
                    "transport_query",
                    "music_likeness",
                    "email_query",
                    "play_music",
                    "audio_volume_mute",
                    "social_post",
                    "alarm_set",
                    "qa_factoid",
                    "calendar_set",
                    "play_game",
                    "alarm_remove",
                    "lists_remove",
                    "transport_taxi",
                    "recommendation_movies",
                    "iot_coffee",
                    "music_query",
                    "play_podcasts",
                    "lists_query"
                ],
                "text_type": "sentence",
                "type_of_class": "intent"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.classification.multi_class",
    "templates": "templates.classification.multi_class.all",
    "type": "task_card"
}

References: tasks.classification.multi_class, templates.classification.multi_class.all




zh_CN.json

Note

ID: cards.amazon_mass.zh_CN.json | Type: TaskCard

{
    "loader": {
        "name": "zh-CN",
        "path": "AmazonScience/massive",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mappers": {
                "intent": {
                    "0": "datetime_query",
                    "1": "iot_hue_lightchange",
                    "10": "qa_currency",
                    "11": "transport_traffic",
                    "12": "general_quirky",
                    "13": "weather_query",
                    "14": "audio_volume_up",
                    "15": "email_addcontact",
                    "16": "takeaway_order",
                    "17": "email_querycontact",
                    "18": "iot_hue_lightup",
                    "19": "recommendation_locations",
                    "2": "transport_ticket",
                    "20": "play_audiobook",
                    "21": "lists_createoradd",
                    "22": "news_query",
                    "23": "alarm_query",
                    "24": "iot_wemo_on",
                    "25": "general_joke",
                    "26": "qa_definition",
                    "27": "social_query",
                    "28": "music_settings",
                    "29": "audio_volume_other",
                    "3": "takeaway_query",
                    "30": "calendar_remove",
                    "31": "iot_hue_lightdim",
                    "32": "calendar_query",
                    "33": "email_sendemail",
                    "34": "iot_cleaning",
                    "35": "audio_volume_down",
                    "36": "play_radio",
                    "37": "cooking_query",
                    "38": "datetime_convert",
                    "39": "qa_maths",
                    "4": "qa_stock",
                    "40": "iot_hue_lightoff",
                    "41": "iot_hue_lighton",
                    "42": "transport_query",
                    "43": "music_likeness",
                    "44": "email_query",
                    "45": "play_music",
                    "46": "audio_volume_mute",
                    "47": "social_post",
                    "48": "alarm_set",
                    "49": "qa_factoid",
                    "5": "general_greet",
                    "50": "calendar_set",
                    "51": "play_game",
                    "52": "alarm_remove",
                    "53": "lists_remove",
                    "54": "transport_taxi",
                    "55": "recommendation_movies",
                    "56": "iot_coffee",
                    "57": "music_query",
                    "58": "play_podcasts",
                    "59": "lists_query",
                    "6": "recommendation_events",
                    "7": "music_dislikeness",
                    "8": "iot_wemo_off",
                    "9": "cooking_recipe"
                }
            },
            "type": "map_instance_values"
        },
        {
            "field_to_field": {
                "intent": "label",
                "utt": "text"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "classes": [
                    "datetime_query",
                    "iot_hue_lightchange",
                    "transport_ticket",
                    "takeaway_query",
                    "qa_stock",
                    "general_greet",
                    "recommendation_events",
                    "music_dislikeness",
                    "iot_wemo_off",
                    "cooking_recipe",
                    "qa_currency",
                    "transport_traffic",
                    "general_quirky",
                    "weather_query",
                    "audio_volume_up",
                    "email_addcontact",
                    "takeaway_order",
                    "email_querycontact",
                    "iot_hue_lightup",
                    "recommendation_locations",
                    "play_audiobook",
                    "lists_createoradd",
                    "news_query",
                    "alarm_query",
                    "iot_wemo_on",
                    "general_joke",
                    "qa_definition",
                    "social_query",
                    "music_settings",
                    "audio_volume_other",
                    "calendar_remove",
                    "iot_hue_lightdim",
                    "calendar_query",
                    "email_sendemail",
                    "iot_cleaning",
                    "audio_volume_down",
                    "play_radio",
                    "cooking_query",
                    "datetime_convert",
                    "qa_maths",
                    "iot_hue_lightoff",
                    "iot_hue_lighton",
                    "transport_query",
                    "music_likeness",
                    "email_query",
                    "play_music",
                    "audio_volume_mute",
                    "social_post",
                    "alarm_set",
                    "qa_factoid",
                    "calendar_set",
                    "play_game",
                    "alarm_remove",
                    "lists_remove",
                    "transport_taxi",
                    "recommendation_movies",
                    "iot_coffee",
                    "music_query",
                    "play_podcasts",
                    "lists_query"
                ],
                "text_type": "sentence",
                "type_of_class": "intent"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.classification.multi_class",
    "templates": "templates.classification.multi_class.all",
    "type": "task_card"
}

References: tasks.classification.multi_class, templates.classification.multi_class.all




id_ID.json

Note

ID: cards.amazon_mass.id_ID.json | Type: TaskCard

{
    "loader": {
        "name": "id-ID",
        "path": "AmazonScience/massive",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mappers": {
                "intent": {
                    "0": "datetime_query",
                    "1": "iot_hue_lightchange",
                    "10": "qa_currency",
                    "11": "transport_traffic",
                    "12": "general_quirky",
                    "13": "weather_query",
                    "14": "audio_volume_up",
                    "15": "email_addcontact",
                    "16": "takeaway_order",
                    "17": "email_querycontact",
                    "18": "iot_hue_lightup",
                    "19": "recommendation_locations",
                    "2": "transport_ticket",
                    "20": "play_audiobook",
                    "21": "lists_createoradd",
                    "22": "news_query",
                    "23": "alarm_query",
                    "24": "iot_wemo_on",
                    "25": "general_joke",
                    "26": "qa_definition",
                    "27": "social_query",
                    "28": "music_settings",
                    "29": "audio_volume_other",
                    "3": "takeaway_query",
                    "30": "calendar_remove",
                    "31": "iot_hue_lightdim",
                    "32": "calendar_query",
                    "33": "email_sendemail",
                    "34": "iot_cleaning",
                    "35": "audio_volume_down",
                    "36": "play_radio",
                    "37": "cooking_query",
                    "38": "datetime_convert",
                    "39": "qa_maths",
                    "4": "qa_stock",
                    "40": "iot_hue_lightoff",
                    "41": "iot_hue_lighton",
                    "42": "transport_query",
                    "43": "music_likeness",
                    "44": "email_query",
                    "45": "play_music",
                    "46": "audio_volume_mute",
                    "47": "social_post",
                    "48": "alarm_set",
                    "49": "qa_factoid",
                    "5": "general_greet",
                    "50": "calendar_set",
                    "51": "play_game",
                    "52": "alarm_remove",
                    "53": "lists_remove",
                    "54": "transport_taxi",
                    "55": "recommendation_movies",
                    "56": "iot_coffee",
                    "57": "music_query",
                    "58": "play_podcasts",
                    "59": "lists_query",
                    "6": "recommendation_events",
                    "7": "music_dislikeness",
                    "8": "iot_wemo_off",
                    "9": "cooking_recipe"
                }
            },
            "type": "map_instance_values"
        },
        {
            "field_to_field": {
                "intent": "label",
                "utt": "text"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "classes": [
                    "datetime_query",
                    "iot_hue_lightchange",
                    "transport_ticket",
                    "takeaway_query",
                    "qa_stock",
                    "general_greet",
                    "recommendation_events",
                    "music_dislikeness",
                    "iot_wemo_off",
                    "cooking_recipe",
                    "qa_currency",
                    "transport_traffic",
                    "general_quirky",
                    "weather_query",
                    "audio_volume_up",
                    "email_addcontact",
                    "takeaway_order",
                    "email_querycontact",
                    "iot_hue_lightup",
                    "recommendation_locations",
                    "play_audiobook",
                    "lists_createoradd",
                    "news_query",
                    "alarm_query",
                    "iot_wemo_on",
                    "general_joke",
                    "qa_definition",
                    "social_query",
                    "music_settings",
                    "audio_volume_other",
                    "calendar_remove",
                    "iot_hue_lightdim",
                    "calendar_query",
                    "email_sendemail",
                    "iot_cleaning",
                    "audio_volume_down",
                    "play_radio",
                    "cooking_query",
                    "datetime_convert",
                    "qa_maths",
                    "iot_hue_lightoff",
                    "iot_hue_lighton",
                    "transport_query",
                    "music_likeness",
                    "email_query",
                    "play_music",
                    "audio_volume_mute",
                    "social_post",
                    "alarm_set",
                    "qa_factoid",
                    "calendar_set",
                    "play_game",
                    "alarm_remove",
                    "lists_remove",
                    "transport_taxi",
                    "recommendation_movies",
                    "iot_coffee",
                    "music_query",
                    "play_podcasts",
                    "lists_query"
                ],
                "text_type": "sentence",
                "type_of_class": "intent"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.classification.multi_class",
    "templates": "templates.classification.multi_class.all",
    "type": "task_card"
}

References: tasks.classification.multi_class, templates.classification.multi_class.all




jv_ID.json

Note

ID: cards.amazon_mass.jv_ID.json | Type: TaskCard

{
    "loader": {
        "name": "jv-ID",
        "path": "AmazonScience/massive",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mappers": {
                "intent": {
                    "0": "datetime_query",
                    "1": "iot_hue_lightchange",
                    "10": "qa_currency",
                    "11": "transport_traffic",
                    "12": "general_quirky",
                    "13": "weather_query",
                    "14": "audio_volume_up",
                    "15": "email_addcontact",
                    "16": "takeaway_order",
                    "17": "email_querycontact",
                    "18": "iot_hue_lightup",
                    "19": "recommendation_locations",
                    "2": "transport_ticket",
                    "20": "play_audiobook",
                    "21": "lists_createoradd",
                    "22": "news_query",
                    "23": "alarm_query",
                    "24": "iot_wemo_on",
                    "25": "general_joke",
                    "26": "qa_definition",
                    "27": "social_query",
                    "28": "music_settings",
                    "29": "audio_volume_other",
                    "3": "takeaway_query",
                    "30": "calendar_remove",
                    "31": "iot_hue_lightdim",
                    "32": "calendar_query",
                    "33": "email_sendemail",
                    "34": "iot_cleaning",
                    "35": "audio_volume_down",
                    "36": "play_radio",
                    "37": "cooking_query",
                    "38": "datetime_convert",
                    "39": "qa_maths",
                    "4": "qa_stock",
                    "40": "iot_hue_lightoff",
                    "41": "iot_hue_lighton",
                    "42": "transport_query",
                    "43": "music_likeness",
                    "44": "email_query",
                    "45": "play_music",
                    "46": "audio_volume_mute",
                    "47": "social_post",
                    "48": "alarm_set",
                    "49": "qa_factoid",
                    "5": "general_greet",
                    "50": "calendar_set",
                    "51": "play_game",
                    "52": "alarm_remove",
                    "53": "lists_remove",
                    "54": "transport_taxi",
                    "55": "recommendation_movies",
                    "56": "iot_coffee",
                    "57": "music_query",
                    "58": "play_podcasts",
                    "59": "lists_query",
                    "6": "recommendation_events",
                    "7": "music_dislikeness",
                    "8": "iot_wemo_off",
                    "9": "cooking_recipe"
                }
            },
            "type": "map_instance_values"
        },
        {
            "field_to_field": {
                "intent": "label",
                "utt": "text"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "classes": [
                    "datetime_query",
                    "iot_hue_lightchange",
                    "transport_ticket",
                    "takeaway_query",
                    "qa_stock",
                    "general_greet",
                    "recommendation_events",
                    "music_dislikeness",
                    "iot_wemo_off",
                    "cooking_recipe",
                    "qa_currency",
                    "transport_traffic",
                    "general_quirky",
                    "weather_query",
                    "audio_volume_up",
                    "email_addcontact",
                    "takeaway_order",
                    "email_querycontact",
                    "iot_hue_lightup",
                    "recommendation_locations",
                    "play_audiobook",
                    "lists_createoradd",
                    "news_query",
                    "alarm_query",
                    "iot_wemo_on",
                    "general_joke",
                    "qa_definition",
                    "social_query",
                    "music_settings",
                    "audio_volume_other",
                    "calendar_remove",
                    "iot_hue_lightdim",
                    "calendar_query",
                    "email_sendemail",
                    "iot_cleaning",
                    "audio_volume_down",
                    "play_radio",
                    "cooking_query",
                    "datetime_convert",
                    "qa_maths",
                    "iot_hue_lightoff",
                    "iot_hue_lighton",
                    "transport_query",
                    "music_likeness",
                    "email_query",
                    "play_music",
                    "audio_volume_mute",
                    "social_post",
                    "alarm_set",
                    "qa_factoid",
                    "calendar_set",
                    "play_game",
                    "alarm_remove",
                    "lists_remove",
                    "transport_taxi",
                    "recommendation_movies",
                    "iot_coffee",
                    "music_query",
                    "play_podcasts",
                    "lists_query"
                ],
                "text_type": "sentence",
                "type_of_class": "intent"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.classification.multi_class",
    "templates": "templates.classification.multi_class.all",
    "type": "task_card"
}

References: tasks.classification.multi_class, templates.classification.multi_class.all




tl_PH.json

Note

ID: cards.amazon_mass.tl_PH.json | Type: TaskCard

{
    "loader": {
        "name": "tl-PH",
        "path": "AmazonScience/massive",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mappers": {
                "intent": {
                    "0": "datetime_query",
                    "1": "iot_hue_lightchange",
                    "10": "qa_currency",
                    "11": "transport_traffic",
                    "12": "general_quirky",
                    "13": "weather_query",
                    "14": "audio_volume_up",
                    "15": "email_addcontact",
                    "16": "takeaway_order",
                    "17": "email_querycontact",
                    "18": "iot_hue_lightup",
                    "19": "recommendation_locations",
                    "2": "transport_ticket",
                    "20": "play_audiobook",
                    "21": "lists_createoradd",
                    "22": "news_query",
                    "23": "alarm_query",
                    "24": "iot_wemo_on",
                    "25": "general_joke",
                    "26": "qa_definition",
                    "27": "social_query",
                    "28": "music_settings",
                    "29": "audio_volume_other",
                    "3": "takeaway_query",
                    "30": "calendar_remove",
                    "31": "iot_hue_lightdim",
                    "32": "calendar_query",
                    "33": "email_sendemail",
                    "34": "iot_cleaning",
                    "35": "audio_volume_down",
                    "36": "play_radio",
                    "37": "cooking_query",
                    "38": "datetime_convert",
                    "39": "qa_maths",
                    "4": "qa_stock",
                    "40": "iot_hue_lightoff",
                    "41": "iot_hue_lighton",
                    "42": "transport_query",
                    "43": "music_likeness",
                    "44": "email_query",
                    "45": "play_music",
                    "46": "audio_volume_mute",
                    "47": "social_post",
                    "48": "alarm_set",
                    "49": "qa_factoid",
                    "5": "general_greet",
                    "50": "calendar_set",
                    "51": "play_game",
                    "52": "alarm_remove",
                    "53": "lists_remove",
                    "54": "transport_taxi",
                    "55": "recommendation_movies",
                    "56": "iot_coffee",
                    "57": "music_query",
                    "58": "play_podcasts",
                    "59": "lists_query",
                    "6": "recommendation_events",
                    "7": "music_dislikeness",
                    "8": "iot_wemo_off",
                    "9": "cooking_recipe"
                }
            },
            "type": "map_instance_values"
        },
        {
            "field_to_field": {
                "intent": "label",
                "utt": "text"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "classes": [
                    "datetime_query",
                    "iot_hue_lightchange",
                    "transport_ticket",
                    "takeaway_query",
                    "qa_stock",
                    "general_greet",
                    "recommendation_events",
                    "music_dislikeness",
                    "iot_wemo_off",
                    "cooking_recipe",
                    "qa_currency",
                    "transport_traffic",
                    "general_quirky",
                    "weather_query",
                    "audio_volume_up",
                    "email_addcontact",
                    "takeaway_order",
                    "email_querycontact",
                    "iot_hue_lightup",
                    "recommendation_locations",
                    "play_audiobook",
                    "lists_createoradd",
                    "news_query",
                    "alarm_query",
                    "iot_wemo_on",
                    "general_joke",
                    "qa_definition",
                    "social_query",
                    "music_settings",
                    "audio_volume_other",
                    "calendar_remove",
                    "iot_hue_lightdim",
                    "calendar_query",
                    "email_sendemail",
                    "iot_cleaning",
                    "audio_volume_down",
                    "play_radio",
                    "cooking_query",
                    "datetime_convert",
                    "qa_maths",
                    "iot_hue_lightoff",
                    "iot_hue_lighton",
                    "transport_query",
                    "music_likeness",
                    "email_query",
                    "play_music",
                    "audio_volume_mute",
                    "social_post",
                    "alarm_set",
                    "qa_factoid",
                    "calendar_set",
                    "play_game",
                    "alarm_remove",
                    "lists_remove",
                    "transport_taxi",
                    "recommendation_movies",
                    "iot_coffee",
                    "music_query",
                    "play_podcasts",
                    "lists_query"
                ],
                "text_type": "sentence",
                "type_of_class": "intent"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.classification.multi_class",
    "templates": "templates.classification.multi_class.all",
    "type": "task_card"
}

References: tasks.classification.multi_class, templates.classification.multi_class.all




af_ZA.json

Note

ID: cards.amazon_mass.af_ZA.json | Type: TaskCard

{
    "loader": {
        "name": "af-ZA",
        "path": "AmazonScience/massive",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mappers": {
                "intent": {
                    "0": "datetime_query",
                    "1": "iot_hue_lightchange",
                    "10": "qa_currency",
                    "11": "transport_traffic",
                    "12": "general_quirky",
                    "13": "weather_query",
                    "14": "audio_volume_up",
                    "15": "email_addcontact",
                    "16": "takeaway_order",
                    "17": "email_querycontact",
                    "18": "iot_hue_lightup",
                    "19": "recommendation_locations",
                    "2": "transport_ticket",
                    "20": "play_audiobook",
                    "21": "lists_createoradd",
                    "22": "news_query",
                    "23": "alarm_query",
                    "24": "iot_wemo_on",
                    "25": "general_joke",
                    "26": "qa_definition",
                    "27": "social_query",
                    "28": "music_settings",
                    "29": "audio_volume_other",
                    "3": "takeaway_query",
                    "30": "calendar_remove",
                    "31": "iot_hue_lightdim",
                    "32": "calendar_query",
                    "33": "email_sendemail",
                    "34": "iot_cleaning",
                    "35": "audio_volume_down",
                    "36": "play_radio",
                    "37": "cooking_query",
                    "38": "datetime_convert",
                    "39": "qa_maths",
                    "4": "qa_stock",
                    "40": "iot_hue_lightoff",
                    "41": "iot_hue_lighton",
                    "42": "transport_query",
                    "43": "music_likeness",
                    "44": "email_query",
                    "45": "play_music",
                    "46": "audio_volume_mute",
                    "47": "social_post",
                    "48": "alarm_set",
                    "49": "qa_factoid",
                    "5": "general_greet",
                    "50": "calendar_set",
                    "51": "play_game",
                    "52": "alarm_remove",
                    "53": "lists_remove",
                    "54": "transport_taxi",
                    "55": "recommendation_movies",
                    "56": "iot_coffee",
                    "57": "music_query",
                    "58": "play_podcasts",
                    "59": "lists_query",
                    "6": "recommendation_events",
                    "7": "music_dislikeness",
                    "8": "iot_wemo_off",
                    "9": "cooking_recipe"
                }
            },
            "type": "map_instance_values"
        },
        {
            "field_to_field": {
                "intent": "label",
                "utt": "text"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "classes": [
                    "datetime_query",
                    "iot_hue_lightchange",
                    "transport_ticket",
                    "takeaway_query",
                    "qa_stock",
                    "general_greet",
                    "recommendation_events",
                    "music_dislikeness",
                    "iot_wemo_off",
                    "cooking_recipe",
                    "qa_currency",
                    "transport_traffic",
                    "general_quirky",
                    "weather_query",
                    "audio_volume_up",
                    "email_addcontact",
                    "takeaway_order",
                    "email_querycontact",
                    "iot_hue_lightup",
                    "recommendation_locations",
                    "play_audiobook",
                    "lists_createoradd",
                    "news_query",
                    "alarm_query",
                    "iot_wemo_on",
                    "general_joke",
                    "qa_definition",
                    "social_query",
                    "music_settings",
                    "audio_volume_other",
                    "calendar_remove",
                    "iot_hue_lightdim",
                    "calendar_query",
                    "email_sendemail",
                    "iot_cleaning",
                    "audio_volume_down",
                    "play_radio",
                    "cooking_query",
                    "datetime_convert",
                    "qa_maths",
                    "iot_hue_lightoff",
                    "iot_hue_lighton",
                    "transport_query",
                    "music_likeness",
                    "email_query",
                    "play_music",
                    "audio_volume_mute",
                    "social_post",
                    "alarm_set",
                    "qa_factoid",
                    "calendar_set",
                    "play_game",
                    "alarm_remove",
                    "lists_remove",
                    "transport_taxi",
                    "recommendation_movies",
                    "iot_coffee",
                    "music_query",
                    "play_podcasts",
                    "lists_query"
                ],
                "text_type": "sentence",
                "type_of_class": "intent"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.classification.multi_class",
    "templates": "templates.classification.multi_class.all",
    "type": "task_card"
}

References: tasks.classification.multi_class, templates.classification.multi_class.all




he_IL.json

Note

ID: cards.amazon_mass.he_IL.json | Type: TaskCard

{
    "loader": {
        "name": "he-IL",
        "path": "AmazonScience/massive",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mappers": {
                "intent": {
                    "0": "datetime_query",
                    "1": "iot_hue_lightchange",
                    "10": "qa_currency",
                    "11": "transport_traffic",
                    "12": "general_quirky",
                    "13": "weather_query",
                    "14": "audio_volume_up",
                    "15": "email_addcontact",
                    "16": "takeaway_order",
                    "17": "email_querycontact",
                    "18": "iot_hue_lightup",
                    "19": "recommendation_locations",
                    "2": "transport_ticket",
                    "20": "play_audiobook",
                    "21": "lists_createoradd",
                    "22": "news_query",
                    "23": "alarm_query",
                    "24": "iot_wemo_on",
                    "25": "general_joke",
                    "26": "qa_definition",
                    "27": "social_query",
                    "28": "music_settings",
                    "29": "audio_volume_other",
                    "3": "takeaway_query",
                    "30": "calendar_remove",
                    "31": "iot_hue_lightdim",
                    "32": "calendar_query",
                    "33": "email_sendemail",
                    "34": "iot_cleaning",
                    "35": "audio_volume_down",
                    "36": "play_radio",
                    "37": "cooking_query",
                    "38": "datetime_convert",
                    "39": "qa_maths",
                    "4": "qa_stock",
                    "40": "iot_hue_lightoff",
                    "41": "iot_hue_lighton",
                    "42": "transport_query",
                    "43": "music_likeness",
                    "44": "email_query",
                    "45": "play_music",
                    "46": "audio_volume_mute",
                    "47": "social_post",
                    "48": "alarm_set",
                    "49": "qa_factoid",
                    "5": "general_greet",
                    "50": "calendar_set",
                    "51": "play_game",
                    "52": "alarm_remove",
                    "53": "lists_remove",
                    "54": "transport_taxi",
                    "55": "recommendation_movies",
                    "56": "iot_coffee",
                    "57": "music_query",
                    "58": "play_podcasts",
                    "59": "lists_query",
                    "6": "recommendation_events",
                    "7": "music_dislikeness",
                    "8": "iot_wemo_off",
                    "9": "cooking_recipe"
                }
            },
            "type": "map_instance_values"
        },
        {
            "field_to_field": {
                "intent": "label",
                "utt": "text"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "classes": [
                    "datetime_query",
                    "iot_hue_lightchange",
                    "transport_ticket",
                    "takeaway_query",
                    "qa_stock",
                    "general_greet",
                    "recommendation_events",
                    "music_dislikeness",
                    "iot_wemo_off",
                    "cooking_recipe",
                    "qa_currency",
                    "transport_traffic",
                    "general_quirky",
                    "weather_query",
                    "audio_volume_up",
                    "email_addcontact",
                    "takeaway_order",
                    "email_querycontact",
                    "iot_hue_lightup",
                    "recommendation_locations",
                    "play_audiobook",
                    "lists_createoradd",
                    "news_query",
                    "alarm_query",
                    "iot_wemo_on",
                    "general_joke",
                    "qa_definition",
                    "social_query",
                    "music_settings",
                    "audio_volume_other",
                    "calendar_remove",
                    "iot_hue_lightdim",
                    "calendar_query",
                    "email_sendemail",
                    "iot_cleaning",
                    "audio_volume_down",
                    "play_radio",
                    "cooking_query",
                    "datetime_convert",
                    "qa_maths",
                    "iot_hue_lightoff",
                    "iot_hue_lighton",
                    "transport_query",
                    "music_likeness",
                    "email_query",
                    "play_music",
                    "audio_volume_mute",
                    "social_post",
                    "alarm_set",
                    "qa_factoid",
                    "calendar_set",
                    "play_game",
                    "alarm_remove",
                    "lists_remove",
                    "transport_taxi",
                    "recommendation_movies",
                    "iot_coffee",
                    "music_query",
                    "play_podcasts",
                    "lists_query"
                ],
                "text_type": "sentence",
                "type_of_class": "intent"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.classification.multi_class",
    "templates": "templates.classification.multi_class.all",
    "type": "task_card"
}

References: tasks.classification.multi_class, templates.classification.multi_class.all




az_AZ.json

Note

ID: cards.amazon_mass.az_AZ.json | Type: TaskCard

{
    "loader": {
        "name": "az-AZ",
        "path": "AmazonScience/massive",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mappers": {
                "intent": {
                    "0": "datetime_query",
                    "1": "iot_hue_lightchange",
                    "10": "qa_currency",
                    "11": "transport_traffic",
                    "12": "general_quirky",
                    "13": "weather_query",
                    "14": "audio_volume_up",
                    "15": "email_addcontact",
                    "16": "takeaway_order",
                    "17": "email_querycontact",
                    "18": "iot_hue_lightup",
                    "19": "recommendation_locations",
                    "2": "transport_ticket",
                    "20": "play_audiobook",
                    "21": "lists_createoradd",
                    "22": "news_query",
                    "23": "alarm_query",
                    "24": "iot_wemo_on",
                    "25": "general_joke",
                    "26": "qa_definition",
                    "27": "social_query",
                    "28": "music_settings",
                    "29": "audio_volume_other",
                    "3": "takeaway_query",
                    "30": "calendar_remove",
                    "31": "iot_hue_lightdim",
                    "32": "calendar_query",
                    "33": "email_sendemail",
                    "34": "iot_cleaning",
                    "35": "audio_volume_down",
                    "36": "play_radio",
                    "37": "cooking_query",
                    "38": "datetime_convert",
                    "39": "qa_maths",
                    "4": "qa_stock",
                    "40": "iot_hue_lightoff",
                    "41": "iot_hue_lighton",
                    "42": "transport_query",
                    "43": "music_likeness",
                    "44": "email_query",
                    "45": "play_music",
                    "46": "audio_volume_mute",
                    "47": "social_post",
                    "48": "alarm_set",
                    "49": "qa_factoid",
                    "5": "general_greet",
                    "50": "calendar_set",
                    "51": "play_game",
                    "52": "alarm_remove",
                    "53": "lists_remove",
                    "54": "transport_taxi",
                    "55": "recommendation_movies",
                    "56": "iot_coffee",
                    "57": "music_query",
                    "58": "play_podcasts",
                    "59": "lists_query",
                    "6": "recommendation_events",
                    "7": "music_dislikeness",
                    "8": "iot_wemo_off",
                    "9": "cooking_recipe"
                }
            },
            "type": "map_instance_values"
        },
        {
            "field_to_field": {
                "intent": "label",
                "utt": "text"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "classes": [
                    "datetime_query",
                    "iot_hue_lightchange",
                    "transport_ticket",
                    "takeaway_query",
                    "qa_stock",
                    "general_greet",
                    "recommendation_events",
                    "music_dislikeness",
                    "iot_wemo_off",
                    "cooking_recipe",
                    "qa_currency",
                    "transport_traffic",
                    "general_quirky",
                    "weather_query",
                    "audio_volume_up",
                    "email_addcontact",
                    "takeaway_order",
                    "email_querycontact",
                    "iot_hue_lightup",
                    "recommendation_locations",
                    "play_audiobook",
                    "lists_createoradd",
                    "news_query",
                    "alarm_query",
                    "iot_wemo_on",
                    "general_joke",
                    "qa_definition",
                    "social_query",
                    "music_settings",
                    "audio_volume_other",
                    "calendar_remove",
                    "iot_hue_lightdim",
                    "calendar_query",
                    "email_sendemail",
                    "iot_cleaning",
                    "audio_volume_down",
                    "play_radio",
                    "cooking_query",
                    "datetime_convert",
                    "qa_maths",
                    "iot_hue_lightoff",
                    "iot_hue_lighton",
                    "transport_query",
                    "music_likeness",
                    "email_query",
                    "play_music",
                    "audio_volume_mute",
                    "social_post",
                    "alarm_set",
                    "qa_factoid",
                    "calendar_set",
                    "play_game",
                    "alarm_remove",
                    "lists_remove",
                    "transport_taxi",
                    "recommendation_movies",
                    "iot_coffee",
                    "music_query",
                    "play_podcasts",
                    "lists_query"
                ],
                "text_type": "sentence",
                "type_of_class": "intent"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.classification.multi_class",
    "templates": "templates.classification.multi_class.all",
    "type": "task_card"
}

References: tasks.classification.multi_class, templates.classification.multi_class.all




all.json

Note

ID: cards.amazon_mass.all.json | Type: TaskCard

{
    "loader": {
        "name": "all",
        "path": "AmazonScience/massive",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mappers": {
                "intent": {
                    "0": "datetime_query",
                    "1": "iot_hue_lightchange",
                    "10": "qa_currency",
                    "11": "transport_traffic",
                    "12": "general_quirky",
                    "13": "weather_query",
                    "14": "audio_volume_up",
                    "15": "email_addcontact",
                    "16": "takeaway_order",
                    "17": "email_querycontact",
                    "18": "iot_hue_lightup",
                    "19": "recommendation_locations",
                    "2": "transport_ticket",
                    "20": "play_audiobook",
                    "21": "lists_createoradd",
                    "22": "news_query",
                    "23": "alarm_query",
                    "24": "iot_wemo_on",
                    "25": "general_joke",
                    "26": "qa_definition",
                    "27": "social_query",
                    "28": "music_settings",
                    "29": "audio_volume_other",
                    "3": "takeaway_query",
                    "30": "calendar_remove",
                    "31": "iot_hue_lightdim",
                    "32": "calendar_query",
                    "33": "email_sendemail",
                    "34": "iot_cleaning",
                    "35": "audio_volume_down",
                    "36": "play_radio",
                    "37": "cooking_query",
                    "38": "datetime_convert",
                    "39": "qa_maths",
                    "4": "qa_stock",
                    "40": "iot_hue_lightoff",
                    "41": "iot_hue_lighton",
                    "42": "transport_query",
                    "43": "music_likeness",
                    "44": "email_query",
                    "45": "play_music",
                    "46": "audio_volume_mute",
                    "47": "social_post",
                    "48": "alarm_set",
                    "49": "qa_factoid",
                    "5": "general_greet",
                    "50": "calendar_set",
                    "51": "play_game",
                    "52": "alarm_remove",
                    "53": "lists_remove",
                    "54": "transport_taxi",
                    "55": "recommendation_movies",
                    "56": "iot_coffee",
                    "57": "music_query",
                    "58": "play_podcasts",
                    "59": "lists_query",
                    "6": "recommendation_events",
                    "7": "music_dislikeness",
                    "8": "iot_wemo_off",
                    "9": "cooking_recipe"
                }
            },
            "type": "map_instance_values"
        },
        {
            "field_to_field": {
                "intent": "label",
                "utt": "text"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "classes": [
                    "datetime_query",
                    "iot_hue_lightchange",
                    "transport_ticket",
                    "takeaway_query",
                    "qa_stock",
                    "general_greet",
                    "recommendation_events",
                    "music_dislikeness",
                    "iot_wemo_off",
                    "cooking_recipe",
                    "qa_currency",
                    "transport_traffic",
                    "general_quirky",
                    "weather_query",
                    "audio_volume_up",
                    "email_addcontact",
                    "takeaway_order",
                    "email_querycontact",
                    "iot_hue_lightup",
                    "recommendation_locations",
                    "play_audiobook",
                    "lists_createoradd",
                    "news_query",
                    "alarm_query",
                    "iot_wemo_on",
                    "general_joke",
                    "qa_definition",
                    "social_query",
                    "music_settings",
                    "audio_volume_other",
                    "calendar_remove",
                    "iot_hue_lightdim",
                    "calendar_query",
                    "email_sendemail",
                    "iot_cleaning",
                    "audio_volume_down",
                    "play_radio",
                    "cooking_query",
                    "datetime_convert",
                    "qa_maths",
                    "iot_hue_lightoff",
                    "iot_hue_lighton",
                    "transport_query",
                    "music_likeness",
                    "email_query",
                    "play_music",
                    "audio_volume_mute",
                    "social_post",
                    "alarm_set",
                    "qa_factoid",
                    "calendar_set",
                    "play_game",
                    "alarm_remove",
                    "lists_remove",
                    "transport_taxi",
                    "recommendation_movies",
                    "iot_coffee",
                    "music_query",
                    "play_podcasts",
                    "lists_query"
                ],
                "text_type": "sentence",
                "type_of_class": "intent"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.classification.multi_class",
    "templates": "templates.classification.multi_class.all",
    "type": "task_card"
}

References: tasks.classification.multi_class, templates.classification.multi_class.all




ca_ES.json

Note

ID: cards.amazon_mass.ca_ES.json | Type: TaskCard

{
    "loader": {
        "name": "ca-ES",
        "path": "AmazonScience/massive",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mappers": {
                "intent": {
                    "0": "datetime_query",
                    "1": "iot_hue_lightchange",
                    "10": "qa_currency",
                    "11": "transport_traffic",
                    "12": "general_quirky",
                    "13": "weather_query",
                    "14": "audio_volume_up",
                    "15": "email_addcontact",
                    "16": "takeaway_order",
                    "17": "email_querycontact",
                    "18": "iot_hue_lightup",
                    "19": "recommendation_locations",
                    "2": "transport_ticket",
                    "20": "play_audiobook",
                    "21": "lists_createoradd",
                    "22": "news_query",
                    "23": "alarm_query",
                    "24": "iot_wemo_on",
                    "25": "general_joke",
                    "26": "qa_definition",
                    "27": "social_query",
                    "28": "music_settings",
                    "29": "audio_volume_other",
                    "3": "takeaway_query",
                    "30": "calendar_remove",
                    "31": "iot_hue_lightdim",
                    "32": "calendar_query",
                    "33": "email_sendemail",
                    "34": "iot_cleaning",
                    "35": "audio_volume_down",
                    "36": "play_radio",
                    "37": "cooking_query",
                    "38": "datetime_convert",
                    "39": "qa_maths",
                    "4": "qa_stock",
                    "40": "iot_hue_lightoff",
                    "41": "iot_hue_lighton",
                    "42": "transport_query",
                    "43": "music_likeness",
                    "44": "email_query",
                    "45": "play_music",
                    "46": "audio_volume_mute",
                    "47": "social_post",
                    "48": "alarm_set",
                    "49": "qa_factoid",
                    "5": "general_greet",
                    "50": "calendar_set",
                    "51": "play_game",
                    "52": "alarm_remove",
                    "53": "lists_remove",
                    "54": "transport_taxi",
                    "55": "recommendation_movies",
                    "56": "iot_coffee",
                    "57": "music_query",
                    "58": "play_podcasts",
                    "59": "lists_query",
                    "6": "recommendation_events",
                    "7": "music_dislikeness",
                    "8": "iot_wemo_off",
                    "9": "cooking_recipe"
                }
            },
            "type": "map_instance_values"
        },
        {
            "field_to_field": {
                "intent": "label",
                "utt": "text"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "classes": [
                    "datetime_query",
                    "iot_hue_lightchange",
                    "transport_ticket",
                    "takeaway_query",
                    "qa_stock",
                    "general_greet",
                    "recommendation_events",
                    "music_dislikeness",
                    "iot_wemo_off",
                    "cooking_recipe",
                    "qa_currency",
                    "transport_traffic",
                    "general_quirky",
                    "weather_query",
                    "audio_volume_up",
                    "email_addcontact",
                    "takeaway_order",
                    "email_querycontact",
                    "iot_hue_lightup",
                    "recommendation_locations",
                    "play_audiobook",
                    "lists_createoradd",
                    "news_query",
                    "alarm_query",
                    "iot_wemo_on",
                    "general_joke",
                    "qa_definition",
                    "social_query",
                    "music_settings",
                    "audio_volume_other",
                    "calendar_remove",
                    "iot_hue_lightdim",
                    "calendar_query",
                    "email_sendemail",
                    "iot_cleaning",
                    "audio_volume_down",
                    "play_radio",
                    "cooking_query",
                    "datetime_convert",
                    "qa_maths",
                    "iot_hue_lightoff",
                    "iot_hue_lighton",
                    "transport_query",
                    "music_likeness",
                    "email_query",
                    "play_music",
                    "audio_volume_mute",
                    "social_post",
                    "alarm_set",
                    "qa_factoid",
                    "calendar_set",
                    "play_game",
                    "alarm_remove",
                    "lists_remove",
                    "transport_taxi",
                    "recommendation_movies",
                    "iot_coffee",
                    "music_query",
                    "play_podcasts",
                    "lists_query"
                ],
                "text_type": "sentence",
                "type_of_class": "intent"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.classification.multi_class",
    "templates": "templates.classification.multi_class.all",
    "type": "task_card"
}

References: tasks.classification.multi_class, templates.classification.multi_class.all




ur_PK.json

Note

ID: cards.amazon_mass.ur_PK.json | Type: TaskCard

{
    "loader": {
        "name": "ur-PK",
        "path": "AmazonScience/massive",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mappers": {
                "intent": {
                    "0": "datetime_query",
                    "1": "iot_hue_lightchange",
                    "10": "qa_currency",
                    "11": "transport_traffic",
                    "12": "general_quirky",
                    "13": "weather_query",
                    "14": "audio_volume_up",
                    "15": "email_addcontact",
                    "16": "takeaway_order",
                    "17": "email_querycontact",
                    "18": "iot_hue_lightup",
                    "19": "recommendation_locations",
                    "2": "transport_ticket",
                    "20": "play_audiobook",
                    "21": "lists_createoradd",
                    "22": "news_query",
                    "23": "alarm_query",
                    "24": "iot_wemo_on",
                    "25": "general_joke",
                    "26": "qa_definition",
                    "27": "social_query",
                    "28": "music_settings",
                    "29": "audio_volume_other",
                    "3": "takeaway_query",
                    "30": "calendar_remove",
                    "31": "iot_hue_lightdim",
                    "32": "calendar_query",
                    "33": "email_sendemail",
                    "34": "iot_cleaning",
                    "35": "audio_volume_down",
                    "36": "play_radio",
                    "37": "cooking_query",
                    "38": "datetime_convert",
                    "39": "qa_maths",
                    "4": "qa_stock",
                    "40": "iot_hue_lightoff",
                    "41": "iot_hue_lighton",
                    "42": "transport_query",
                    "43": "music_likeness",
                    "44": "email_query",
                    "45": "play_music",
                    "46": "audio_volume_mute",
                    "47": "social_post",
                    "48": "alarm_set",
                    "49": "qa_factoid",
                    "5": "general_greet",
                    "50": "calendar_set",
                    "51": "play_game",
                    "52": "alarm_remove",
                    "53": "lists_remove",
                    "54": "transport_taxi",
                    "55": "recommendation_movies",
                    "56": "iot_coffee",
                    "57": "music_query",
                    "58": "play_podcasts",
                    "59": "lists_query",
                    "6": "recommendation_events",
                    "7": "music_dislikeness",
                    "8": "iot_wemo_off",
                    "9": "cooking_recipe"
                }
            },
            "type": "map_instance_values"
        },
        {
            "field_to_field": {
                "intent": "label",
                "utt": "text"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "classes": [
                    "datetime_query",
                    "iot_hue_lightchange",
                    "transport_ticket",
                    "takeaway_query",
                    "qa_stock",
                    "general_greet",
                    "recommendation_events",
                    "music_dislikeness",
                    "iot_wemo_off",
                    "cooking_recipe",
                    "qa_currency",
                    "transport_traffic",
                    "general_quirky",
                    "weather_query",
                    "audio_volume_up",
                    "email_addcontact",
                    "takeaway_order",
                    "email_querycontact",
                    "iot_hue_lightup",
                    "recommendation_locations",
                    "play_audiobook",
                    "lists_createoradd",
                    "news_query",
                    "alarm_query",
                    "iot_wemo_on",
                    "general_joke",
                    "qa_definition",
                    "social_query",
                    "music_settings",
                    "audio_volume_other",
                    "calendar_remove",
                    "iot_hue_lightdim",
                    "calendar_query",
                    "email_sendemail",
                    "iot_cleaning",
                    "audio_volume_down",
                    "play_radio",
                    "cooking_query",
                    "datetime_convert",
                    "qa_maths",
                    "iot_hue_lightoff",
                    "iot_hue_lighton",
                    "transport_query",
                    "music_likeness",
                    "email_query",
                    "play_music",
                    "audio_volume_mute",
                    "social_post",
                    "alarm_set",
                    "qa_factoid",
                    "calendar_set",
                    "play_game",
                    "alarm_remove",
                    "lists_remove",
                    "transport_taxi",
                    "recommendation_movies",
                    "iot_coffee",
                    "music_query",
                    "play_podcasts",
                    "lists_query"
                ],
                "text_type": "sentence",
                "type_of_class": "intent"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.classification.multi_class",
    "templates": "templates.classification.multi_class.all",
    "type": "task_card"
}

References: tasks.classification.multi_class, templates.classification.multi_class.all




de_DE.json

Note

ID: cards.amazon_mass.de_DE.json | Type: TaskCard

{
    "loader": {
        "name": "de-DE",
        "path": "AmazonScience/massive",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mappers": {
                "intent": {
                    "0": "datetime_query",
                    "1": "iot_hue_lightchange",
                    "10": "qa_currency",
                    "11": "transport_traffic",
                    "12": "general_quirky",
                    "13": "weather_query",
                    "14": "audio_volume_up",
                    "15": "email_addcontact",
                    "16": "takeaway_order",
                    "17": "email_querycontact",
                    "18": "iot_hue_lightup",
                    "19": "recommendation_locations",
                    "2": "transport_ticket",
                    "20": "play_audiobook",
                    "21": "lists_createoradd",
                    "22": "news_query",
                    "23": "alarm_query",
                    "24": "iot_wemo_on",
                    "25": "general_joke",
                    "26": "qa_definition",
                    "27": "social_query",
                    "28": "music_settings",
                    "29": "audio_volume_other",
                    "3": "takeaway_query",
                    "30": "calendar_remove",
                    "31": "iot_hue_lightdim",
                    "32": "calendar_query",
                    "33": "email_sendemail",
                    "34": "iot_cleaning",
                    "35": "audio_volume_down",
                    "36": "play_radio",
                    "37": "cooking_query",
                    "38": "datetime_convert",
                    "39": "qa_maths",
                    "4": "qa_stock",
                    "40": "iot_hue_lightoff",
                    "41": "iot_hue_lighton",
                    "42": "transport_query",
                    "43": "music_likeness",
                    "44": "email_query",
                    "45": "play_music",
                    "46": "audio_volume_mute",
                    "47": "social_post",
                    "48": "alarm_set",
                    "49": "qa_factoid",
                    "5": "general_greet",
                    "50": "calendar_set",
                    "51": "play_game",
                    "52": "alarm_remove",
                    "53": "lists_remove",
                    "54": "transport_taxi",
                    "55": "recommendation_movies",
                    "56": "iot_coffee",
                    "57": "music_query",
                    "58": "play_podcasts",
                    "59": "lists_query",
                    "6": "recommendation_events",
                    "7": "music_dislikeness",
                    "8": "iot_wemo_off",
                    "9": "cooking_recipe"
                }
            },
            "type": "map_instance_values"
        },
        {
            "field_to_field": {
                "intent": "label",
                "utt": "text"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "classes": [
                    "datetime_query",
                    "iot_hue_lightchange",
                    "transport_ticket",
                    "takeaway_query",
                    "qa_stock",
                    "general_greet",
                    "recommendation_events",
                    "music_dislikeness",
                    "iot_wemo_off",
                    "cooking_recipe",
                    "qa_currency",
                    "transport_traffic",
                    "general_quirky",
                    "weather_query",
                    "audio_volume_up",
                    "email_addcontact",
                    "takeaway_order",
                    "email_querycontact",
                    "iot_hue_lightup",
                    "recommendation_locations",
                    "play_audiobook",
                    "lists_createoradd",
                    "news_query",
                    "alarm_query",
                    "iot_wemo_on",
                    "general_joke",
                    "qa_definition",
                    "social_query",
                    "music_settings",
                    "audio_volume_other",
                    "calendar_remove",
                    "iot_hue_lightdim",
                    "calendar_query",
                    "email_sendemail",
                    "iot_cleaning",
                    "audio_volume_down",
                    "play_radio",
                    "cooking_query",
                    "datetime_convert",
                    "qa_maths",
                    "iot_hue_lightoff",
                    "iot_hue_lighton",
                    "transport_query",
                    "music_likeness",
                    "email_query",
                    "play_music",
                    "audio_volume_mute",
                    "social_post",
                    "alarm_set",
                    "qa_factoid",
                    "calendar_set",
                    "play_game",
                    "alarm_remove",
                    "lists_remove",
                    "transport_taxi",
                    "recommendation_movies",
                    "iot_coffee",
                    "music_query",
                    "play_podcasts",
                    "lists_query"
                ],
                "text_type": "sentence",
                "type_of_class": "intent"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.classification.multi_class",
    "templates": "templates.classification.multi_class.all",
    "type": "task_card"
}

References: tasks.classification.multi_class, templates.classification.multi_class.all




hy_AM.json

Note

ID: cards.amazon_mass.hy_AM.json | Type: TaskCard

{
    "loader": {
        "name": "hy-AM",
        "path": "AmazonScience/massive",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mappers": {
                "intent": {
                    "0": "datetime_query",
                    "1": "iot_hue_lightchange",
                    "10": "qa_currency",
                    "11": "transport_traffic",
                    "12": "general_quirky",
                    "13": "weather_query",
                    "14": "audio_volume_up",
                    "15": "email_addcontact",
                    "16": "takeaway_order",
                    "17": "email_querycontact",
                    "18": "iot_hue_lightup",
                    "19": "recommendation_locations",
                    "2": "transport_ticket",
                    "20": "play_audiobook",
                    "21": "lists_createoradd",
                    "22": "news_query",
                    "23": "alarm_query",
                    "24": "iot_wemo_on",
                    "25": "general_joke",
                    "26": "qa_definition",
                    "27": "social_query",
                    "28": "music_settings",
                    "29": "audio_volume_other",
                    "3": "takeaway_query",
                    "30": "calendar_remove",
                    "31": "iot_hue_lightdim",
                    "32": "calendar_query",
                    "33": "email_sendemail",
                    "34": "iot_cleaning",
                    "35": "audio_volume_down",
                    "36": "play_radio",
                    "37": "cooking_query",
                    "38": "datetime_convert",
                    "39": "qa_maths",
                    "4": "qa_stock",
                    "40": "iot_hue_lightoff",
                    "41": "iot_hue_lighton",
                    "42": "transport_query",
                    "43": "music_likeness",
                    "44": "email_query",
                    "45": "play_music",
                    "46": "audio_volume_mute",
                    "47": "social_post",
                    "48": "alarm_set",
                    "49": "qa_factoid",
                    "5": "general_greet",
                    "50": "calendar_set",
                    "51": "play_game",
                    "52": "alarm_remove",
                    "53": "lists_remove",
                    "54": "transport_taxi",
                    "55": "recommendation_movies",
                    "56": "iot_coffee",
                    "57": "music_query",
                    "58": "play_podcasts",
                    "59": "lists_query",
                    "6": "recommendation_events",
                    "7": "music_dislikeness",
                    "8": "iot_wemo_off",
                    "9": "cooking_recipe"
                }
            },
            "type": "map_instance_values"
        },
        {
            "field_to_field": {
                "intent": "label",
                "utt": "text"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "classes": [
                    "datetime_query",
                    "iot_hue_lightchange",
                    "transport_ticket",
                    "takeaway_query",
                    "qa_stock",
                    "general_greet",
                    "recommendation_events",
                    "music_dislikeness",
                    "iot_wemo_off",
                    "cooking_recipe",
                    "qa_currency",
                    "transport_traffic",
                    "general_quirky",
                    "weather_query",
                    "audio_volume_up",
                    "email_addcontact",
                    "takeaway_order",
                    "email_querycontact",
                    "iot_hue_lightup",
                    "recommendation_locations",
                    "play_audiobook",
                    "lists_createoradd",
                    "news_query",
                    "alarm_query",
                    "iot_wemo_on",
                    "general_joke",
                    "qa_definition",
                    "social_query",
                    "music_settings",
                    "audio_volume_other",
                    "calendar_remove",
                    "iot_hue_lightdim",
                    "calendar_query",
                    "email_sendemail",
                    "iot_cleaning",
                    "audio_volume_down",
                    "play_radio",
                    "cooking_query",
                    "datetime_convert",
                    "qa_maths",
                    "iot_hue_lightoff",
                    "iot_hue_lighton",
                    "transport_query",
                    "music_likeness",
                    "email_query",
                    "play_music",
                    "audio_volume_mute",
                    "social_post",
                    "alarm_set",
                    "qa_factoid",
                    "calendar_set",
                    "play_game",
                    "alarm_remove",
                    "lists_remove",
                    "transport_taxi",
                    "recommendation_movies",
                    "iot_coffee",
                    "music_query",
                    "play_podcasts",
                    "lists_query"
                ],
                "text_type": "sentence",
                "type_of_class": "intent"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.classification.multi_class",
    "templates": "templates.classification.multi_class.all",
    "type": "task_card"
}

References: tasks.classification.multi_class, templates.classification.multi_class.all




my_MM.json

Note

ID: cards.amazon_mass.my_MM.json | Type: TaskCard

{
    "loader": {
        "name": "my-MM",
        "path": "AmazonScience/massive",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mappers": {
                "intent": {
                    "0": "datetime_query",
                    "1": "iot_hue_lightchange",
                    "10": "qa_currency",
                    "11": "transport_traffic",
                    "12": "general_quirky",
                    "13": "weather_query",
                    "14": "audio_volume_up",
                    "15": "email_addcontact",
                    "16": "takeaway_order",
                    "17": "email_querycontact",
                    "18": "iot_hue_lightup",
                    "19": "recommendation_locations",
                    "2": "transport_ticket",
                    "20": "play_audiobook",
                    "21": "lists_createoradd",
                    "22": "news_query",
                    "23": "alarm_query",
                    "24": "iot_wemo_on",
                    "25": "general_joke",
                    "26": "qa_definition",
                    "27": "social_query",
                    "28": "music_settings",
                    "29": "audio_volume_other",
                    "3": "takeaway_query",
                    "30": "calendar_remove",
                    "31": "iot_hue_lightdim",
                    "32": "calendar_query",
                    "33": "email_sendemail",
                    "34": "iot_cleaning",
                    "35": "audio_volume_down",
                    "36": "play_radio",
                    "37": "cooking_query",
                    "38": "datetime_convert",
                    "39": "qa_maths",
                    "4": "qa_stock",
                    "40": "iot_hue_lightoff",
                    "41": "iot_hue_lighton",
                    "42": "transport_query",
                    "43": "music_likeness",
                    "44": "email_query",
                    "45": "play_music",
                    "46": "audio_volume_mute",
                    "47": "social_post",
                    "48": "alarm_set",
                    "49": "qa_factoid",
                    "5": "general_greet",
                    "50": "calendar_set",
                    "51": "play_game",
                    "52": "alarm_remove",
                    "53": "lists_remove",
                    "54": "transport_taxi",
                    "55": "recommendation_movies",
                    "56": "iot_coffee",
                    "57": "music_query",
                    "58": "play_podcasts",
                    "59": "lists_query",
                    "6": "recommendation_events",
                    "7": "music_dislikeness",
                    "8": "iot_wemo_off",
                    "9": "cooking_recipe"
                }
            },
            "type": "map_instance_values"
        },
        {
            "field_to_field": {
                "intent": "label",
                "utt": "text"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "classes": [
                    "datetime_query",
                    "iot_hue_lightchange",
                    "transport_ticket",
                    "takeaway_query",
                    "qa_stock",
                    "general_greet",
                    "recommendation_events",
                    "music_dislikeness",
                    "iot_wemo_off",
                    "cooking_recipe",
                    "qa_currency",
                    "transport_traffic",
                    "general_quirky",
                    "weather_query",
                    "audio_volume_up",
                    "email_addcontact",
                    "takeaway_order",
                    "email_querycontact",
                    "iot_hue_lightup",
                    "recommendation_locations",
                    "play_audiobook",
                    "lists_createoradd",
                    "news_query",
                    "alarm_query",
                    "iot_wemo_on",
                    "general_joke",
                    "qa_definition",
                    "social_query",
                    "music_settings",
                    "audio_volume_other",
                    "calendar_remove",
                    "iot_hue_lightdim",
                    "calendar_query",
                    "email_sendemail",
                    "iot_cleaning",
                    "audio_volume_down",
                    "play_radio",
                    "cooking_query",
                    "datetime_convert",
                    "qa_maths",
                    "iot_hue_lightoff",
                    "iot_hue_lighton",
                    "transport_query",
                    "music_likeness",
                    "email_query",
                    "play_music",
                    "audio_volume_mute",
                    "social_post",
                    "alarm_set",
                    "qa_factoid",
                    "calendar_set",
                    "play_game",
                    "alarm_remove",
                    "lists_remove",
                    "transport_taxi",
                    "recommendation_movies",
                    "iot_coffee",
                    "music_query",
                    "play_podcasts",
                    "lists_query"
                ],
                "text_type": "sentence",
                "type_of_class": "intent"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.classification.multi_class",
    "templates": "templates.classification.multi_class.all",
    "type": "task_card"
}

References: tasks.classification.multi_class, templates.classification.multi_class.all




ka_GE.json

Note

ID: cards.amazon_mass.ka_GE.json | Type: TaskCard

{
    "loader": {
        "name": "ka-GE",
        "path": "AmazonScience/massive",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mappers": {
                "intent": {
                    "0": "datetime_query",
                    "1": "iot_hue_lightchange",
                    "10": "qa_currency",
                    "11": "transport_traffic",
                    "12": "general_quirky",
                    "13": "weather_query",
                    "14": "audio_volume_up",
                    "15": "email_addcontact",
                    "16": "takeaway_order",
                    "17": "email_querycontact",
                    "18": "iot_hue_lightup",
                    "19": "recommendation_locations",
                    "2": "transport_ticket",
                    "20": "play_audiobook",
                    "21": "lists_createoradd",
                    "22": "news_query",
                    "23": "alarm_query",
                    "24": "iot_wemo_on",
                    "25": "general_joke",
                    "26": "qa_definition",
                    "27": "social_query",
                    "28": "music_settings",
                    "29": "audio_volume_other",
                    "3": "takeaway_query",
                    "30": "calendar_remove",
                    "31": "iot_hue_lightdim",
                    "32": "calendar_query",
                    "33": "email_sendemail",
                    "34": "iot_cleaning",
                    "35": "audio_volume_down",
                    "36": "play_radio",
                    "37": "cooking_query",
                    "38": "datetime_convert",
                    "39": "qa_maths",
                    "4": "qa_stock",
                    "40": "iot_hue_lightoff",
                    "41": "iot_hue_lighton",
                    "42": "transport_query",
                    "43": "music_likeness",
                    "44": "email_query",
                    "45": "play_music",
                    "46": "audio_volume_mute",
                    "47": "social_post",
                    "48": "alarm_set",
                    "49": "qa_factoid",
                    "5": "general_greet",
                    "50": "calendar_set",
                    "51": "play_game",
                    "52": "alarm_remove",
                    "53": "lists_remove",
                    "54": "transport_taxi",
                    "55": "recommendation_movies",
                    "56": "iot_coffee",
                    "57": "music_query",
                    "58": "play_podcasts",
                    "59": "lists_query",
                    "6": "recommendation_events",
                    "7": "music_dislikeness",
                    "8": "iot_wemo_off",
                    "9": "cooking_recipe"
                }
            },
            "type": "map_instance_values"
        },
        {
            "field_to_field": {
                "intent": "label",
                "utt": "text"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "classes": [
                    "datetime_query",
                    "iot_hue_lightchange",
                    "transport_ticket",
                    "takeaway_query",
                    "qa_stock",
                    "general_greet",
                    "recommendation_events",
                    "music_dislikeness",
                    "iot_wemo_off",
                    "cooking_recipe",
                    "qa_currency",
                    "transport_traffic",
                    "general_quirky",
                    "weather_query",
                    "audio_volume_up",
                    "email_addcontact",
                    "takeaway_order",
                    "email_querycontact",
                    "iot_hue_lightup",
                    "recommendation_locations",
                    "play_audiobook",
                    "lists_createoradd",
                    "news_query",
                    "alarm_query",
                    "iot_wemo_on",
                    "general_joke",
                    "qa_definition",
                    "social_query",
                    "music_settings",
                    "audio_volume_other",
                    "calendar_remove",
                    "iot_hue_lightdim",
                    "calendar_query",
                    "email_sendemail",
                    "iot_cleaning",
                    "audio_volume_down",
                    "play_radio",
                    "cooking_query",
                    "datetime_convert",
                    "qa_maths",
                    "iot_hue_lightoff",
                    "iot_hue_lighton",
                    "transport_query",
                    "music_likeness",
                    "email_query",
                    "play_music",
                    "audio_volume_mute",
                    "social_post",
                    "alarm_set",
                    "qa_factoid",
                    "calendar_set",
                    "play_game",
                    "alarm_remove",
                    "lists_remove",
                    "transport_taxi",
                    "recommendation_movies",
                    "iot_coffee",
                    "music_query",
                    "play_podcasts",
                    "lists_query"
                ],
                "text_type": "sentence",
                "type_of_class": "intent"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.classification.multi_class",
    "templates": "templates.classification.multi_class.all",
    "type": "task_card"
}

References: tasks.classification.multi_class, templates.classification.multi_class.all




zh_TW.json

Note

ID: cards.amazon_mass.zh_TW.json | Type: TaskCard

{
    "loader": {
        "name": "zh-TW",
        "path": "AmazonScience/massive",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mappers": {
                "intent": {
                    "0": "datetime_query",
                    "1": "iot_hue_lightchange",
                    "10": "qa_currency",
                    "11": "transport_traffic",
                    "12": "general_quirky",
                    "13": "weather_query",
                    "14": "audio_volume_up",
                    "15": "email_addcontact",
                    "16": "takeaway_order",
                    "17": "email_querycontact",
                    "18": "iot_hue_lightup",
                    "19": "recommendation_locations",
                    "2": "transport_ticket",
                    "20": "play_audiobook",
                    "21": "lists_createoradd",
                    "22": "news_query",
                    "23": "alarm_query",
                    "24": "iot_wemo_on",
                    "25": "general_joke",
                    "26": "qa_definition",
                    "27": "social_query",
                    "28": "music_settings",
                    "29": "audio_volume_other",
                    "3": "takeaway_query",
                    "30": "calendar_remove",
                    "31": "iot_hue_lightdim",
                    "32": "calendar_query",
                    "33": "email_sendemail",
                    "34": "iot_cleaning",
                    "35": "audio_volume_down",
                    "36": "play_radio",
                    "37": "cooking_query",
                    "38": "datetime_convert",
                    "39": "qa_maths",
                    "4": "qa_stock",
                    "40": "iot_hue_lightoff",
                    "41": "iot_hue_lighton",
                    "42": "transport_query",
                    "43": "music_likeness",
                    "44": "email_query",
                    "45": "play_music",
                    "46": "audio_volume_mute",
                    "47": "social_post",
                    "48": "alarm_set",
                    "49": "qa_factoid",
                    "5": "general_greet",
                    "50": "calendar_set",
                    "51": "play_game",
                    "52": "alarm_remove",
                    "53": "lists_remove",
                    "54": "transport_taxi",
                    "55": "recommendation_movies",
                    "56": "iot_coffee",
                    "57": "music_query",
                    "58": "play_podcasts",
                    "59": "lists_query",
                    "6": "recommendation_events",
                    "7": "music_dislikeness",
                    "8": "iot_wemo_off",
                    "9": "cooking_recipe"
                }
            },
            "type": "map_instance_values"
        },
        {
            "field_to_field": {
                "intent": "label",
                "utt": "text"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "classes": [
                    "datetime_query",
                    "iot_hue_lightchange",
                    "transport_ticket",
                    "takeaway_query",
                    "qa_stock",
                    "general_greet",
                    "recommendation_events",
                    "music_dislikeness",
                    "iot_wemo_off",
                    "cooking_recipe",
                    "qa_currency",
                    "transport_traffic",
                    "general_quirky",
                    "weather_query",
                    "audio_volume_up",
                    "email_addcontact",
                    "takeaway_order",
                    "email_querycontact",
                    "iot_hue_lightup",
                    "recommendation_locations",
                    "play_audiobook",
                    "lists_createoradd",
                    "news_query",
                    "alarm_query",
                    "iot_wemo_on",
                    "general_joke",
                    "qa_definition",
                    "social_query",
                    "music_settings",
                    "audio_volume_other",
                    "calendar_remove",
                    "iot_hue_lightdim",
                    "calendar_query",
                    "email_sendemail",
                    "iot_cleaning",
                    "audio_volume_down",
                    "play_radio",
                    "cooking_query",
                    "datetime_convert",
                    "qa_maths",
                    "iot_hue_lightoff",
                    "iot_hue_lighton",
                    "transport_query",
                    "music_likeness",
                    "email_query",
                    "play_music",
                    "audio_volume_mute",
                    "social_post",
                    "alarm_set",
                    "qa_factoid",
                    "calendar_set",
                    "play_game",
                    "alarm_remove",
                    "lists_remove",
                    "transport_taxi",
                    "recommendation_movies",
                    "iot_coffee",
                    "music_query",
                    "play_podcasts",
                    "lists_query"
                ],
                "text_type": "sentence",
                "type_of_class": "intent"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.classification.multi_class",
    "templates": "templates.classification.multi_class.all",
    "type": "task_card"
}

References: tasks.classification.multi_class, templates.classification.multi_class.all




ro_RO.json

Note

ID: cards.amazon_mass.ro_RO.json | Type: TaskCard

{
    "loader": {
        "name": "ro-RO",
        "path": "AmazonScience/massive",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mappers": {
                "intent": {
                    "0": "datetime_query",
                    "1": "iot_hue_lightchange",
                    "10": "qa_currency",
                    "11": "transport_traffic",
                    "12": "general_quirky",
                    "13": "weather_query",
                    "14": "audio_volume_up",
                    "15": "email_addcontact",
                    "16": "takeaway_order",
                    "17": "email_querycontact",
                    "18": "iot_hue_lightup",
                    "19": "recommendation_locations",
                    "2": "transport_ticket",
                    "20": "play_audiobook",
                    "21": "lists_createoradd",
                    "22": "news_query",
                    "23": "alarm_query",
                    "24": "iot_wemo_on",
                    "25": "general_joke",
                    "26": "qa_definition",
                    "27": "social_query",
                    "28": "music_settings",
                    "29": "audio_volume_other",
                    "3": "takeaway_query",
                    "30": "calendar_remove",
                    "31": "iot_hue_lightdim",
                    "32": "calendar_query",
                    "33": "email_sendemail",
                    "34": "iot_cleaning",
                    "35": "audio_volume_down",
                    "36": "play_radio",
                    "37": "cooking_query",
                    "38": "datetime_convert",
                    "39": "qa_maths",
                    "4": "qa_stock",
                    "40": "iot_hue_lightoff",
                    "41": "iot_hue_lighton",
                    "42": "transport_query",
                    "43": "music_likeness",
                    "44": "email_query",
                    "45": "play_music",
                    "46": "audio_volume_mute",
                    "47": "social_post",
                    "48": "alarm_set",
                    "49": "qa_factoid",
                    "5": "general_greet",
                    "50": "calendar_set",
                    "51": "play_game",
                    "52": "alarm_remove",
                    "53": "lists_remove",
                    "54": "transport_taxi",
                    "55": "recommendation_movies",
                    "56": "iot_coffee",
                    "57": "music_query",
                    "58": "play_podcasts",
                    "59": "lists_query",
                    "6": "recommendation_events",
                    "7": "music_dislikeness",
                    "8": "iot_wemo_off",
                    "9": "cooking_recipe"
                }
            },
            "type": "map_instance_values"
        },
        {
            "field_to_field": {
                "intent": "label",
                "utt": "text"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "classes": [
                    "datetime_query",
                    "iot_hue_lightchange",
                    "transport_ticket",
                    "takeaway_query",
                    "qa_stock",
                    "general_greet",
                    "recommendation_events",
                    "music_dislikeness",
                    "iot_wemo_off",
                    "cooking_recipe",
                    "qa_currency",
                    "transport_traffic",
                    "general_quirky",
                    "weather_query",
                    "audio_volume_up",
                    "email_addcontact",
                    "takeaway_order",
                    "email_querycontact",
                    "iot_hue_lightup",
                    "recommendation_locations",
                    "play_audiobook",
                    "lists_createoradd",
                    "news_query",
                    "alarm_query",
                    "iot_wemo_on",
                    "general_joke",
                    "qa_definition",
                    "social_query",
                    "music_settings",
                    "audio_volume_other",
                    "calendar_remove",
                    "iot_hue_lightdim",
                    "calendar_query",
                    "email_sendemail",
                    "iot_cleaning",
                    "audio_volume_down",
                    "play_radio",
                    "cooking_query",
                    "datetime_convert",
                    "qa_maths",
                    "iot_hue_lightoff",
                    "iot_hue_lighton",
                    "transport_query",
                    "music_likeness",
                    "email_query",
                    "play_music",
                    "audio_volume_mute",
                    "social_post",
                    "alarm_set",
                    "qa_factoid",
                    "calendar_set",
                    "play_game",
                    "alarm_remove",
                    "lists_remove",
                    "transport_taxi",
                    "recommendation_movies",
                    "iot_coffee",
                    "music_query",
                    "play_podcasts",
                    "lists_query"
                ],
                "text_type": "sentence",
                "type_of_class": "intent"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.classification.multi_class",
    "templates": "templates.classification.multi_class.all",
    "type": "task_card"
}

References: tasks.classification.multi_class, templates.classification.multi_class.all




te_IN.json

Note

ID: cards.amazon_mass.te_IN.json | Type: TaskCard

{
    "loader": {
        "name": "te-IN",
        "path": "AmazonScience/massive",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mappers": {
                "intent": {
                    "0": "datetime_query",
                    "1": "iot_hue_lightchange",
                    "10": "qa_currency",
                    "11": "transport_traffic",
                    "12": "general_quirky",
                    "13": "weather_query",
                    "14": "audio_volume_up",
                    "15": "email_addcontact",
                    "16": "takeaway_order",
                    "17": "email_querycontact",
                    "18": "iot_hue_lightup",
                    "19": "recommendation_locations",
                    "2": "transport_ticket",
                    "20": "play_audiobook",
                    "21": "lists_createoradd",
                    "22": "news_query",
                    "23": "alarm_query",
                    "24": "iot_wemo_on",
                    "25": "general_joke",
                    "26": "qa_definition",
                    "27": "social_query",
                    "28": "music_settings",
                    "29": "audio_volume_other",
                    "3": "takeaway_query",
                    "30": "calendar_remove",
                    "31": "iot_hue_lightdim",
                    "32": "calendar_query",
                    "33": "email_sendemail",
                    "34": "iot_cleaning",
                    "35": "audio_volume_down",
                    "36": "play_radio",
                    "37": "cooking_query",
                    "38": "datetime_convert",
                    "39": "qa_maths",
                    "4": "qa_stock",
                    "40": "iot_hue_lightoff",
                    "41": "iot_hue_lighton",
                    "42": "transport_query",
                    "43": "music_likeness",
                    "44": "email_query",
                    "45": "play_music",
                    "46": "audio_volume_mute",
                    "47": "social_post",
                    "48": "alarm_set",
                    "49": "qa_factoid",
                    "5": "general_greet",
                    "50": "calendar_set",
                    "51": "play_game",
                    "52": "alarm_remove",
                    "53": "lists_remove",
                    "54": "transport_taxi",
                    "55": "recommendation_movies",
                    "56": "iot_coffee",
                    "57": "music_query",
                    "58": "play_podcasts",
                    "59": "lists_query",
                    "6": "recommendation_events",
                    "7": "music_dislikeness",
                    "8": "iot_wemo_off",
                    "9": "cooking_recipe"
                }
            },
            "type": "map_instance_values"
        },
        {
            "field_to_field": {
                "intent": "label",
                "utt": "text"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "classes": [
                    "datetime_query",
                    "iot_hue_lightchange",
                    "transport_ticket",
                    "takeaway_query",
                    "qa_stock",
                    "general_greet",
                    "recommendation_events",
                    "music_dislikeness",
                    "iot_wemo_off",
                    "cooking_recipe",
                    "qa_currency",
                    "transport_traffic",
                    "general_quirky",
                    "weather_query",
                    "audio_volume_up",
                    "email_addcontact",
                    "takeaway_order",
                    "email_querycontact",
                    "iot_hue_lightup",
                    "recommendation_locations",
                    "play_audiobook",
                    "lists_createoradd",
                    "news_query",
                    "alarm_query",
                    "iot_wemo_on",
                    "general_joke",
                    "qa_definition",
                    "social_query",
                    "music_settings",
                    "audio_volume_other",
                    "calendar_remove",
                    "iot_hue_lightdim",
                    "calendar_query",
                    "email_sendemail",
                    "iot_cleaning",
                    "audio_volume_down",
                    "play_radio",
                    "cooking_query",
                    "datetime_convert",
                    "qa_maths",
                    "iot_hue_lightoff",
                    "iot_hue_lighton",
                    "transport_query",
                    "music_likeness",
                    "email_query",
                    "play_music",
                    "audio_volume_mute",
                    "social_post",
                    "alarm_set",
                    "qa_factoid",
                    "calendar_set",
                    "play_game",
                    "alarm_remove",
                    "lists_remove",
                    "transport_taxi",
                    "recommendation_movies",
                    "iot_coffee",
                    "music_query",
                    "play_podcasts",
                    "lists_query"
                ],
                "text_type": "sentence",
                "type_of_class": "intent"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.classification.multi_class",
    "templates": "templates.classification.multi_class.all",
    "type": "task_card"
}

References: tasks.classification.multi_class, templates.classification.multi_class.all




fr_FR.json

Note

ID: cards.amazon_mass.fr_FR.json | Type: TaskCard

{
    "loader": {
        "name": "fr-FR",
        "path": "AmazonScience/massive",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mappers": {
                "intent": {
                    "0": "datetime_query",
                    "1": "iot_hue_lightchange",
                    "10": "qa_currency",
                    "11": "transport_traffic",
                    "12": "general_quirky",
                    "13": "weather_query",
                    "14": "audio_volume_up",
                    "15": "email_addcontact",
                    "16": "takeaway_order",
                    "17": "email_querycontact",
                    "18": "iot_hue_lightup",
                    "19": "recommendation_locations",
                    "2": "transport_ticket",
                    "20": "play_audiobook",
                    "21": "lists_createoradd",
                    "22": "news_query",
                    "23": "alarm_query",
                    "24": "iot_wemo_on",
                    "25": "general_joke",
                    "26": "qa_definition",
                    "27": "social_query",
                    "28": "music_settings",
                    "29": "audio_volume_other",
                    "3": "takeaway_query",
                    "30": "calendar_remove",
                    "31": "iot_hue_lightdim",
                    "32": "calendar_query",
                    "33": "email_sendemail",
                    "34": "iot_cleaning",
                    "35": "audio_volume_down",
                    "36": "play_radio",
                    "37": "cooking_query",
                    "38": "datetime_convert",
                    "39": "qa_maths",
                    "4": "qa_stock",
                    "40": "iot_hue_lightoff",
                    "41": "iot_hue_lighton",
                    "42": "transport_query",
                    "43": "music_likeness",
                    "44": "email_query",
                    "45": "play_music",
                    "46": "audio_volume_mute",
                    "47": "social_post",
                    "48": "alarm_set",
                    "49": "qa_factoid",
                    "5": "general_greet",
                    "50": "calendar_set",
                    "51": "play_game",
                    "52": "alarm_remove",
                    "53": "lists_remove",
                    "54": "transport_taxi",
                    "55": "recommendation_movies",
                    "56": "iot_coffee",
                    "57": "music_query",
                    "58": "play_podcasts",
                    "59": "lists_query",
                    "6": "recommendation_events",
                    "7": "music_dislikeness",
                    "8": "iot_wemo_off",
                    "9": "cooking_recipe"
                }
            },
            "type": "map_instance_values"
        },
        {
            "field_to_field": {
                "intent": "label",
                "utt": "text"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "classes": [
                    "datetime_query",
                    "iot_hue_lightchange",
                    "transport_ticket",
                    "takeaway_query",
                    "qa_stock",
                    "general_greet",
                    "recommendation_events",
                    "music_dislikeness",
                    "iot_wemo_off",
                    "cooking_recipe",
                    "qa_currency",
                    "transport_traffic",
                    "general_quirky",
                    "weather_query",
                    "audio_volume_up",
                    "email_addcontact",
                    "takeaway_order",
                    "email_querycontact",
                    "iot_hue_lightup",
                    "recommendation_locations",
                    "play_audiobook",
                    "lists_createoradd",
                    "news_query",
                    "alarm_query",
                    "iot_wemo_on",
                    "general_joke",
                    "qa_definition",
                    "social_query",
                    "music_settings",
                    "audio_volume_other",
                    "calendar_remove",
                    "iot_hue_lightdim",
                    "calendar_query",
                    "email_sendemail",
                    "iot_cleaning",
                    "audio_volume_down",
                    "play_radio",
                    "cooking_query",
                    "datetime_convert",
                    "qa_maths",
                    "iot_hue_lightoff",
                    "iot_hue_lighton",
                    "transport_query",
                    "music_likeness",
                    "email_query",
                    "play_music",
                    "audio_volume_mute",
                    "social_post",
                    "alarm_set",
                    "qa_factoid",
                    "calendar_set",
                    "play_game",
                    "alarm_remove",
                    "lists_remove",
                    "transport_taxi",
                    "recommendation_movies",
                    "iot_coffee",
                    "music_query",
                    "play_podcasts",
                    "lists_query"
                ],
                "text_type": "sentence",
                "type_of_class": "intent"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.classification.multi_class",
    "templates": "templates.classification.multi_class.all",
    "type": "task_card"
}

References: tasks.classification.multi_class, templates.classification.multi_class.all




tr_TR.json

Note

ID: cards.amazon_mass.tr_TR.json | Type: TaskCard

{
    "loader": {
        "name": "tr-TR",
        "path": "AmazonScience/massive",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mappers": {
                "intent": {
                    "0": "datetime_query",
                    "1": "iot_hue_lightchange",
                    "10": "qa_currency",
                    "11": "transport_traffic",
                    "12": "general_quirky",
                    "13": "weather_query",
                    "14": "audio_volume_up",
                    "15": "email_addcontact",
                    "16": "takeaway_order",
                    "17": "email_querycontact",
                    "18": "iot_hue_lightup",
                    "19": "recommendation_locations",
                    "2": "transport_ticket",
                    "20": "play_audiobook",
                    "21": "lists_createoradd",
                    "22": "news_query",
                    "23": "alarm_query",
                    "24": "iot_wemo_on",
                    "25": "general_joke",
                    "26": "qa_definition",
                    "27": "social_query",
                    "28": "music_settings",
                    "29": "audio_volume_other",
                    "3": "takeaway_query",
                    "30": "calendar_remove",
                    "31": "iot_hue_lightdim",
                    "32": "calendar_query",
                    "33": "email_sendemail",
                    "34": "iot_cleaning",
                    "35": "audio_volume_down",
                    "36": "play_radio",
                    "37": "cooking_query",
                    "38": "datetime_convert",
                    "39": "qa_maths",
                    "4": "qa_stock",
                    "40": "iot_hue_lightoff",
                    "41": "iot_hue_lighton",
                    "42": "transport_query",
                    "43": "music_likeness",
                    "44": "email_query",
                    "45": "play_music",
                    "46": "audio_volume_mute",
                    "47": "social_post",
                    "48": "alarm_set",
                    "49": "qa_factoid",
                    "5": "general_greet",
                    "50": "calendar_set",
                    "51": "play_game",
                    "52": "alarm_remove",
                    "53": "lists_remove",
                    "54": "transport_taxi",
                    "55": "recommendation_movies",
                    "56": "iot_coffee",
                    "57": "music_query",
                    "58": "play_podcasts",
                    "59": "lists_query",
                    "6": "recommendation_events",
                    "7": "music_dislikeness",
                    "8": "iot_wemo_off",
                    "9": "cooking_recipe"
                }
            },
            "type": "map_instance_values"
        },
        {
            "field_to_field": {
                "intent": "label",
                "utt": "text"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "classes": [
                    "datetime_query",
                    "iot_hue_lightchange",
                    "transport_ticket",
                    "takeaway_query",
                    "qa_stock",
                    "general_greet",
                    "recommendation_events",
                    "music_dislikeness",
                    "iot_wemo_off",
                    "cooking_recipe",
                    "qa_currency",
                    "transport_traffic",
                    "general_quirky",
                    "weather_query",
                    "audio_volume_up",
                    "email_addcontact",
                    "takeaway_order",
                    "email_querycontact",
                    "iot_hue_lightup",
                    "recommendation_locations",
                    "play_audiobook",
                    "lists_createoradd",
                    "news_query",
                    "alarm_query",
                    "iot_wemo_on",
                    "general_joke",
                    "qa_definition",
                    "social_query",
                    "music_settings",
                    "audio_volume_other",
                    "calendar_remove",
                    "iot_hue_lightdim",
                    "calendar_query",
                    "email_sendemail",
                    "iot_cleaning",
                    "audio_volume_down",
                    "play_radio",
                    "cooking_query",
                    "datetime_convert",
                    "qa_maths",
                    "iot_hue_lightoff",
                    "iot_hue_lighton",
                    "transport_query",
                    "music_likeness",
                    "email_query",
                    "play_music",
                    "audio_volume_mute",
                    "social_post",
                    "alarm_set",
                    "qa_factoid",
                    "calendar_set",
                    "play_game",
                    "alarm_remove",
                    "lists_remove",
                    "transport_taxi",
                    "recommendation_movies",
                    "iot_coffee",
                    "music_query",
                    "play_podcasts",
                    "lists_query"
                ],
                "text_type": "sentence",
                "type_of_class": "intent"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.classification.multi_class",
    "templates": "templates.classification.multi_class.all",
    "type": "task_card"
}

References: tasks.classification.multi_class, templates.classification.multi_class.all




km_KH.json

Note

ID: cards.amazon_mass.km_KH.json | Type: TaskCard

{
    "loader": {
        "name": "km-KH",
        "path": "AmazonScience/massive",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mappers": {
                "intent": {
                    "0": "datetime_query",
                    "1": "iot_hue_lightchange",
                    "10": "qa_currency",
                    "11": "transport_traffic",
                    "12": "general_quirky",
                    "13": "weather_query",
                    "14": "audio_volume_up",
                    "15": "email_addcontact",
                    "16": "takeaway_order",
                    "17": "email_querycontact",
                    "18": "iot_hue_lightup",
                    "19": "recommendation_locations",
                    "2": "transport_ticket",
                    "20": "play_audiobook",
                    "21": "lists_createoradd",
                    "22": "news_query",
                    "23": "alarm_query",
                    "24": "iot_wemo_on",
                    "25": "general_joke",
                    "26": "qa_definition",
                    "27": "social_query",
                    "28": "music_settings",
                    "29": "audio_volume_other",
                    "3": "takeaway_query",
                    "30": "calendar_remove",
                    "31": "iot_hue_lightdim",
                    "32": "calendar_query",
                    "33": "email_sendemail",
                    "34": "iot_cleaning",
                    "35": "audio_volume_down",
                    "36": "play_radio",
                    "37": "cooking_query",
                    "38": "datetime_convert",
                    "39": "qa_maths",
                    "4": "qa_stock",
                    "40": "iot_hue_lightoff",
                    "41": "iot_hue_lighton",
                    "42": "transport_query",
                    "43": "music_likeness",
                    "44": "email_query",
                    "45": "play_music",
                    "46": "audio_volume_mute",
                    "47": "social_post",
                    "48": "alarm_set",
                    "49": "qa_factoid",
                    "5": "general_greet",
                    "50": "calendar_set",
                    "51": "play_game",
                    "52": "alarm_remove",
                    "53": "lists_remove",
                    "54": "transport_taxi",
                    "55": "recommendation_movies",
                    "56": "iot_coffee",
                    "57": "music_query",
                    "58": "play_podcasts",
                    "59": "lists_query",
                    "6": "recommendation_events",
                    "7": "music_dislikeness",
                    "8": "iot_wemo_off",
                    "9": "cooking_recipe"
                }
            },
            "type": "map_instance_values"
        },
        {
            "field_to_field": {
                "intent": "label",
                "utt": "text"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "classes": [
                    "datetime_query",
                    "iot_hue_lightchange",
                    "transport_ticket",
                    "takeaway_query",
                    "qa_stock",
                    "general_greet",
                    "recommendation_events",
                    "music_dislikeness",
                    "iot_wemo_off",
                    "cooking_recipe",
                    "qa_currency",
                    "transport_traffic",
                    "general_quirky",
                    "weather_query",
                    "audio_volume_up",
                    "email_addcontact",
                    "takeaway_order",
                    "email_querycontact",
                    "iot_hue_lightup",
                    "recommendation_locations",
                    "play_audiobook",
                    "lists_createoradd",
                    "news_query",
                    "alarm_query",
                    "iot_wemo_on",
                    "general_joke",
                    "qa_definition",
                    "social_query",
                    "music_settings",
                    "audio_volume_other",
                    "calendar_remove",
                    "iot_hue_lightdim",
                    "calendar_query",
                    "email_sendemail",
                    "iot_cleaning",
                    "audio_volume_down",
                    "play_radio",
                    "cooking_query",
                    "datetime_convert",
                    "qa_maths",
                    "iot_hue_lightoff",
                    "iot_hue_lighton",
                    "transport_query",
                    "music_likeness",
                    "email_query",
                    "play_music",
                    "audio_volume_mute",
                    "social_post",
                    "alarm_set",
                    "qa_factoid",
                    "calendar_set",
                    "play_game",
                    "alarm_remove",
                    "lists_remove",
                    "transport_taxi",
                    "recommendation_movies",
                    "iot_coffee",
                    "music_query",
                    "play_podcasts",
                    "lists_query"
                ],
                "text_type": "sentence",
                "type_of_class": "intent"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.classification.multi_class",
    "templates": "templates.classification.multi_class.all",
    "type": "task_card"
}

References: tasks.classification.multi_class, templates.classification.multi_class.all




ml_IN.json

Note

ID: cards.amazon_mass.ml_IN.json | Type: TaskCard

{
    "loader": {
        "name": "ml-IN",
        "path": "AmazonScience/massive",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mappers": {
                "intent": {
                    "0": "datetime_query",
                    "1": "iot_hue_lightchange",
                    "10": "qa_currency",
                    "11": "transport_traffic",
                    "12": "general_quirky",
                    "13": "weather_query",
                    "14": "audio_volume_up",
                    "15": "email_addcontact",
                    "16": "takeaway_order",
                    "17": "email_querycontact",
                    "18": "iot_hue_lightup",
                    "19": "recommendation_locations",
                    "2": "transport_ticket",
                    "20": "play_audiobook",
                    "21": "lists_createoradd",
                    "22": "news_query",
                    "23": "alarm_query",
                    "24": "iot_wemo_on",
                    "25": "general_joke",
                    "26": "qa_definition",
                    "27": "social_query",
                    "28": "music_settings",
                    "29": "audio_volume_other",
                    "3": "takeaway_query",
                    "30": "calendar_remove",
                    "31": "iot_hue_lightdim",
                    "32": "calendar_query",
                    "33": "email_sendemail",
                    "34": "iot_cleaning",
                    "35": "audio_volume_down",
                    "36": "play_radio",
                    "37": "cooking_query",
                    "38": "datetime_convert",
                    "39": "qa_maths",
                    "4": "qa_stock",
                    "40": "iot_hue_lightoff",
                    "41": "iot_hue_lighton",
                    "42": "transport_query",
                    "43": "music_likeness",
                    "44": "email_query",
                    "45": "play_music",
                    "46": "audio_volume_mute",
                    "47": "social_post",
                    "48": "alarm_set",
                    "49": "qa_factoid",
                    "5": "general_greet",
                    "50": "calendar_set",
                    "51": "play_game",
                    "52": "alarm_remove",
                    "53": "lists_remove",
                    "54": "transport_taxi",
                    "55": "recommendation_movies",
                    "56": "iot_coffee",
                    "57": "music_query",
                    "58": "play_podcasts",
                    "59": "lists_query",
                    "6": "recommendation_events",
                    "7": "music_dislikeness",
                    "8": "iot_wemo_off",
                    "9": "cooking_recipe"
                }
            },
            "type": "map_instance_values"
        },
        {
            "field_to_field": {
                "intent": "label",
                "utt": "text"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "classes": [
                    "datetime_query",
                    "iot_hue_lightchange",
                    "transport_ticket",
                    "takeaway_query",
                    "qa_stock",
                    "general_greet",
                    "recommendation_events",
                    "music_dislikeness",
                    "iot_wemo_off",
                    "cooking_recipe",
                    "qa_currency",
                    "transport_traffic",
                    "general_quirky",
                    "weather_query",
                    "audio_volume_up",
                    "email_addcontact",
                    "takeaway_order",
                    "email_querycontact",
                    "iot_hue_lightup",
                    "recommendation_locations",
                    "play_audiobook",
                    "lists_createoradd",
                    "news_query",
                    "alarm_query",
                    "iot_wemo_on",
                    "general_joke",
                    "qa_definition",
                    "social_query",
                    "music_settings",
                    "audio_volume_other",
                    "calendar_remove",
                    "iot_hue_lightdim",
                    "calendar_query",
                    "email_sendemail",
                    "iot_cleaning",
                    "audio_volume_down",
                    "play_radio",
                    "cooking_query",
                    "datetime_convert",
                    "qa_maths",
                    "iot_hue_lightoff",
                    "iot_hue_lighton",
                    "transport_query",
                    "music_likeness",
                    "email_query",
                    "play_music",
                    "audio_volume_mute",
                    "social_post",
                    "alarm_set",
                    "qa_factoid",
                    "calendar_set",
                    "play_game",
                    "alarm_remove",
                    "lists_remove",
                    "transport_taxi",
                    "recommendation_movies",
                    "iot_coffee",
                    "music_query",
                    "play_podcasts",
                    "lists_query"
                ],
                "text_type": "sentence",
                "type_of_class": "intent"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.classification.multi_class",
    "templates": "templates.classification.multi_class.all",
    "type": "task_card"
}

References: tasks.classification.multi_class, templates.classification.multi_class.all




th_TH.json

Note

ID: cards.amazon_mass.th_TH.json | Type: TaskCard

{
    "loader": {
        "name": "th-TH",
        "path": "AmazonScience/massive",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mappers": {
                "intent": {
                    "0": "datetime_query",
                    "1": "iot_hue_lightchange",
                    "10": "qa_currency",
                    "11": "transport_traffic",
                    "12": "general_quirky",
                    "13": "weather_query",
                    "14": "audio_volume_up",
                    "15": "email_addcontact",
                    "16": "takeaway_order",
                    "17": "email_querycontact",
                    "18": "iot_hue_lightup",
                    "19": "recommendation_locations",
                    "2": "transport_ticket",
                    "20": "play_audiobook",
                    "21": "lists_createoradd",
                    "22": "news_query",
                    "23": "alarm_query",
                    "24": "iot_wemo_on",
                    "25": "general_joke",
                    "26": "qa_definition",
                    "27": "social_query",
                    "28": "music_settings",
                    "29": "audio_volume_other",
                    "3": "takeaway_query",
                    "30": "calendar_remove",
                    "31": "iot_hue_lightdim",
                    "32": "calendar_query",
                    "33": "email_sendemail",
                    "34": "iot_cleaning",
                    "35": "audio_volume_down",
                    "36": "play_radio",
                    "37": "cooking_query",
                    "38": "datetime_convert",
                    "39": "qa_maths",
                    "4": "qa_stock",
                    "40": "iot_hue_lightoff",
                    "41": "iot_hue_lighton",
                    "42": "transport_query",
                    "43": "music_likeness",
                    "44": "email_query",
                    "45": "play_music",
                    "46": "audio_volume_mute",
                    "47": "social_post",
                    "48": "alarm_set",
                    "49": "qa_factoid",
                    "5": "general_greet",
                    "50": "calendar_set",
                    "51": "play_game",
                    "52": "alarm_remove",
                    "53": "lists_remove",
                    "54": "transport_taxi",
                    "55": "recommendation_movies",
                    "56": "iot_coffee",
                    "57": "music_query",
                    "58": "play_podcasts",
                    "59": "lists_query",
                    "6": "recommendation_events",
                    "7": "music_dislikeness",
                    "8": "iot_wemo_off",
                    "9": "cooking_recipe"
                }
            },
            "type": "map_instance_values"
        },
        {
            "field_to_field": {
                "intent": "label",
                "utt": "text"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "classes": [
                    "datetime_query",
                    "iot_hue_lightchange",
                    "transport_ticket",
                    "takeaway_query",
                    "qa_stock",
                    "general_greet",
                    "recommendation_events",
                    "music_dislikeness",
                    "iot_wemo_off",
                    "cooking_recipe",
                    "qa_currency",
                    "transport_traffic",
                    "general_quirky",
                    "weather_query",
                    "audio_volume_up",
                    "email_addcontact",
                    "takeaway_order",
                    "email_querycontact",
                    "iot_hue_lightup",
                    "recommendation_locations",
                    "play_audiobook",
                    "lists_createoradd",
                    "news_query",
                    "alarm_query",
                    "iot_wemo_on",
                    "general_joke",
                    "qa_definition",
                    "social_query",
                    "music_settings",
                    "audio_volume_other",
                    "calendar_remove",
                    "iot_hue_lightdim",
                    "calendar_query",
                    "email_sendemail",
                    "iot_cleaning",
                    "audio_volume_down",
                    "play_radio",
                    "cooking_query",
                    "datetime_convert",
                    "qa_maths",
                    "iot_hue_lightoff",
                    "iot_hue_lighton",
                    "transport_query",
                    "music_likeness",
                    "email_query",
                    "play_music",
                    "audio_volume_mute",
                    "social_post",
                    "alarm_set",
                    "qa_factoid",
                    "calendar_set",
                    "play_game",
                    "alarm_remove",
                    "lists_remove",
                    "transport_taxi",
                    "recommendation_movies",
                    "iot_coffee",
                    "music_query",
                    "play_podcasts",
                    "lists_query"
                ],
                "text_type": "sentence",
                "type_of_class": "intent"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.classification.multi_class",
    "templates": "templates.classification.multi_class.all",
    "type": "task_card"
}

References: tasks.classification.multi_class, templates.classification.multi_class.all




mn_MN.json

Note

ID: cards.amazon_mass.mn_MN.json | Type: TaskCard

{
    "loader": {
        "name": "mn-MN",
        "path": "AmazonScience/massive",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mappers": {
                "intent": {
                    "0": "datetime_query",
                    "1": "iot_hue_lightchange",
                    "10": "qa_currency",
                    "11": "transport_traffic",
                    "12": "general_quirky",
                    "13": "weather_query",
                    "14": "audio_volume_up",
                    "15": "email_addcontact",
                    "16": "takeaway_order",
                    "17": "email_querycontact",
                    "18": "iot_hue_lightup",
                    "19": "recommendation_locations",
                    "2": "transport_ticket",
                    "20": "play_audiobook",
                    "21": "lists_createoradd",
                    "22": "news_query",
                    "23": "alarm_query",
                    "24": "iot_wemo_on",
                    "25": "general_joke",
                    "26": "qa_definition",
                    "27": "social_query",
                    "28": "music_settings",
                    "29": "audio_volume_other",
                    "3": "takeaway_query",
                    "30": "calendar_remove",
                    "31": "iot_hue_lightdim",
                    "32": "calendar_query",
                    "33": "email_sendemail",
                    "34": "iot_cleaning",
                    "35": "audio_volume_down",
                    "36": "play_radio",
                    "37": "cooking_query",
                    "38": "datetime_convert",
                    "39": "qa_maths",
                    "4": "qa_stock",
                    "40": "iot_hue_lightoff",
                    "41": "iot_hue_lighton",
                    "42": "transport_query",
                    "43": "music_likeness",
                    "44": "email_query",
                    "45": "play_music",
                    "46": "audio_volume_mute",
                    "47": "social_post",
                    "48": "alarm_set",
                    "49": "qa_factoid",
                    "5": "general_greet",
                    "50": "calendar_set",
                    "51": "play_game",
                    "52": "alarm_remove",
                    "53": "lists_remove",
                    "54": "transport_taxi",
                    "55": "recommendation_movies",
                    "56": "iot_coffee",
                    "57": "music_query",
                    "58": "play_podcasts",
                    "59": "lists_query",
                    "6": "recommendation_events",
                    "7": "music_dislikeness",
                    "8": "iot_wemo_off",
                    "9": "cooking_recipe"
                }
            },
            "type": "map_instance_values"
        },
        {
            "field_to_field": {
                "intent": "label",
                "utt": "text"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "classes": [
                    "datetime_query",
                    "iot_hue_lightchange",
                    "transport_ticket",
                    "takeaway_query",
                    "qa_stock",
                    "general_greet",
                    "recommendation_events",
                    "music_dislikeness",
                    "iot_wemo_off",
                    "cooking_recipe",
                    "qa_currency",
                    "transport_traffic",
                    "general_quirky",
                    "weather_query",
                    "audio_volume_up",
                    "email_addcontact",
                    "takeaway_order",
                    "email_querycontact",
                    "iot_hue_lightup",
                    "recommendation_locations",
                    "play_audiobook",
                    "lists_createoradd",
                    "news_query",
                    "alarm_query",
                    "iot_wemo_on",
                    "general_joke",
                    "qa_definition",
                    "social_query",
                    "music_settings",
                    "audio_volume_other",
                    "calendar_remove",
                    "iot_hue_lightdim",
                    "calendar_query",
                    "email_sendemail",
                    "iot_cleaning",
                    "audio_volume_down",
                    "play_radio",
                    "cooking_query",
                    "datetime_convert",
                    "qa_maths",
                    "iot_hue_lightoff",
                    "iot_hue_lighton",
                    "transport_query",
                    "music_likeness",
                    "email_query",
                    "play_music",
                    "audio_volume_mute",
                    "social_post",
                    "alarm_set",
                    "qa_factoid",
                    "calendar_set",
                    "play_game",
                    "alarm_remove",
                    "lists_remove",
                    "transport_taxi",
                    "recommendation_movies",
                    "iot_coffee",
                    "music_query",
                    "play_podcasts",
                    "lists_query"
                ],
                "text_type": "sentence",
                "type_of_class": "intent"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.classification.multi_class",
    "templates": "templates.classification.multi_class.all",
    "type": "task_card"
}

References: tasks.classification.multi_class, templates.classification.multi_class.all




all_1


1.json

Note

ID: cards.amazon_mass.all_1.1.json | Type: TaskCard

{
    "loader": {
        "name": "all_1.1",
        "path": "AmazonScience/massive",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mappers": {
                "intent": {
                    "0": "datetime_query",
                    "1": "iot_hue_lightchange",
                    "10": "qa_currency",
                    "11": "transport_traffic",
                    "12": "general_quirky",
                    "13": "weather_query",
                    "14": "audio_volume_up",
                    "15": "email_addcontact",
                    "16": "takeaway_order",
                    "17": "email_querycontact",
                    "18": "iot_hue_lightup",
                    "19": "recommendation_locations",
                    "2": "transport_ticket",
                    "20": "play_audiobook",
                    "21": "lists_createoradd",
                    "22": "news_query",
                    "23": "alarm_query",
                    "24": "iot_wemo_on",
                    "25": "general_joke",
                    "26": "qa_definition",
                    "27": "social_query",
                    "28": "music_settings",
                    "29": "audio_volume_other",
                    "3": "takeaway_query",
                    "30": "calendar_remove",
                    "31": "iot_hue_lightdim",
                    "32": "calendar_query",
                    "33": "email_sendemail",
                    "34": "iot_cleaning",
                    "35": "audio_volume_down",
                    "36": "play_radio",
                    "37": "cooking_query",
                    "38": "datetime_convert",
                    "39": "qa_maths",
                    "4": "qa_stock",
                    "40": "iot_hue_lightoff",
                    "41": "iot_hue_lighton",
                    "42": "transport_query",
                    "43": "music_likeness",
                    "44": "email_query",
                    "45": "play_music",
                    "46": "audio_volume_mute",
                    "47": "social_post",
                    "48": "alarm_set",
                    "49": "qa_factoid",
                    "5": "general_greet",
                    "50": "calendar_set",
                    "51": "play_game",
                    "52": "alarm_remove",
                    "53": "lists_remove",
                    "54": "transport_taxi",
                    "55": "recommendation_movies",
                    "56": "iot_coffee",
                    "57": "music_query",
                    "58": "play_podcasts",
                    "59": "lists_query",
                    "6": "recommendation_events",
                    "7": "music_dislikeness",
                    "8": "iot_wemo_off",
                    "9": "cooking_recipe"
                }
            },
            "type": "map_instance_values"
        },
        {
            "field_to_field": {
                "intent": "label",
                "utt": "text"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "classes": [
                    "datetime_query",
                    "iot_hue_lightchange",
                    "transport_ticket",
                    "takeaway_query",
                    "qa_stock",
                    "general_greet",
                    "recommendation_events",
                    "music_dislikeness",
                    "iot_wemo_off",
                    "cooking_recipe",
                    "qa_currency",
                    "transport_traffic",
                    "general_quirky",
                    "weather_query",
                    "audio_volume_up",
                    "email_addcontact",
                    "takeaway_order",
                    "email_querycontact",
                    "iot_hue_lightup",
                    "recommendation_locations",
                    "play_audiobook",
                    "lists_createoradd",
                    "news_query",
                    "alarm_query",
                    "iot_wemo_on",
                    "general_joke",
                    "qa_definition",
                    "social_query",
                    "music_settings",
                    "audio_volume_other",
                    "calendar_remove",
                    "iot_hue_lightdim",
                    "calendar_query",
                    "email_sendemail",
                    "iot_cleaning",
                    "audio_volume_down",
                    "play_radio",
                    "cooking_query",
                    "datetime_convert",
                    "qa_maths",
                    "iot_hue_lightoff",
                    "iot_hue_lighton",
                    "transport_query",
                    "music_likeness",
                    "email_query",
                    "play_music",
                    "audio_volume_mute",
                    "social_post",
                    "alarm_set",
                    "qa_factoid",
                    "calendar_set",
                    "play_game",
                    "alarm_remove",
                    "lists_remove",
                    "transport_taxi",
                    "recommendation_movies",
                    "iot_coffee",
                    "music_query",
                    "play_podcasts",
                    "lists_query"
                ],
                "text_type": "sentence",
                "type_of_class": "intent"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.classification.multi_class",
    "templates": "templates.classification.multi_class.all",
    "type": "task_card"
}

References: tasks.classification.multi_class, templates.classification.multi_class.all




lv_LV.json

Note

ID: cards.amazon_mass.lv_LV.json | Type: TaskCard

{
    "loader": {
        "name": "lv-LV",
        "path": "AmazonScience/massive",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mappers": {
                "intent": {
                    "0": "datetime_query",
                    "1": "iot_hue_lightchange",
                    "10": "qa_currency",
                    "11": "transport_traffic",
                    "12": "general_quirky",
                    "13": "weather_query",
                    "14": "audio_volume_up",
                    "15": "email_addcontact",
                    "16": "takeaway_order",
                    "17": "email_querycontact",
                    "18": "iot_hue_lightup",
                    "19": "recommendation_locations",
                    "2": "transport_ticket",
                    "20": "play_audiobook",
                    "21": "lists_createoradd",
                    "22": "news_query",
                    "23": "alarm_query",
                    "24": "iot_wemo_on",
                    "25": "general_joke",
                    "26": "qa_definition",
                    "27": "social_query",
                    "28": "music_settings",
                    "29": "audio_volume_other",
                    "3": "takeaway_query",
                    "30": "calendar_remove",
                    "31": "iot_hue_lightdim",
                    "32": "calendar_query",
                    "33": "email_sendemail",
                    "34": "iot_cleaning",
                    "35": "audio_volume_down",
                    "36": "play_radio",
                    "37": "cooking_query",
                    "38": "datetime_convert",
                    "39": "qa_maths",
                    "4": "qa_stock",
                    "40": "iot_hue_lightoff",
                    "41": "iot_hue_lighton",
                    "42": "transport_query",
                    "43": "music_likeness",
                    "44": "email_query",
                    "45": "play_music",
                    "46": "audio_volume_mute",
                    "47": "social_post",
                    "48": "alarm_set",
                    "49": "qa_factoid",
                    "5": "general_greet",
                    "50": "calendar_set",
                    "51": "play_game",
                    "52": "alarm_remove",
                    "53": "lists_remove",
                    "54": "transport_taxi",
                    "55": "recommendation_movies",
                    "56": "iot_coffee",
                    "57": "music_query",
                    "58": "play_podcasts",
                    "59": "lists_query",
                    "6": "recommendation_events",
                    "7": "music_dislikeness",
                    "8": "iot_wemo_off",
                    "9": "cooking_recipe"
                }
            },
            "type": "map_instance_values"
        },
        {
            "field_to_field": {
                "intent": "label",
                "utt": "text"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "classes": [
                    "datetime_query",
                    "iot_hue_lightchange",
                    "transport_ticket",
                    "takeaway_query",
                    "qa_stock",
                    "general_greet",
                    "recommendation_events",
                    "music_dislikeness",
                    "iot_wemo_off",
                    "cooking_recipe",
                    "qa_currency",
                    "transport_traffic",
                    "general_quirky",
                    "weather_query",
                    "audio_volume_up",
                    "email_addcontact",
                    "takeaway_order",
                    "email_querycontact",
                    "iot_hue_lightup",
                    "recommendation_locations",
                    "play_audiobook",
                    "lists_createoradd",
                    "news_query",
                    "alarm_query",
                    "iot_wemo_on",
                    "general_joke",
                    "qa_definition",
                    "social_query",
                    "music_settings",
                    "audio_volume_other",
                    "calendar_remove",
                    "iot_hue_lightdim",
                    "calendar_query",
                    "email_sendemail",
                    "iot_cleaning",
                    "audio_volume_down",
                    "play_radio",
                    "cooking_query",
                    "datetime_convert",
                    "qa_maths",
                    "iot_hue_lightoff",
                    "iot_hue_lighton",
                    "transport_query",
                    "music_likeness",
                    "email_query",
                    "play_music",
                    "audio_volume_mute",
                    "social_post",
                    "alarm_set",
                    "qa_factoid",
                    "calendar_set",
                    "play_game",
                    "alarm_remove",
                    "lists_remove",
                    "transport_taxi",
                    "recommendation_movies",
                    "iot_coffee",
                    "music_query",
                    "play_podcasts",
                    "lists_query"
                ],
                "text_type": "sentence",
                "type_of_class": "intent"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.classification.multi_class",
    "templates": "templates.classification.multi_class.all",
    "type": "task_card"
}

References: tasks.classification.multi_class, templates.classification.multi_class.all




is_IS.json

Note

ID: cards.amazon_mass.is_IS.json | Type: TaskCard

{
    "loader": {
        "name": "is-IS",
        "path": "AmazonScience/massive",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mappers": {
                "intent": {
                    "0": "datetime_query",
                    "1": "iot_hue_lightchange",
                    "10": "qa_currency",
                    "11": "transport_traffic",
                    "12": "general_quirky",
                    "13": "weather_query",
                    "14": "audio_volume_up",
                    "15": "email_addcontact",
                    "16": "takeaway_order",
                    "17": "email_querycontact",
                    "18": "iot_hue_lightup",
                    "19": "recommendation_locations",
                    "2": "transport_ticket",
                    "20": "play_audiobook",
                    "21": "lists_createoradd",
                    "22": "news_query",
                    "23": "alarm_query",
                    "24": "iot_wemo_on",
                    "25": "general_joke",
                    "26": "qa_definition",
                    "27": "social_query",
                    "28": "music_settings",
                    "29": "audio_volume_other",
                    "3": "takeaway_query",
                    "30": "calendar_remove",
                    "31": "iot_hue_lightdim",
                    "32": "calendar_query",
                    "33": "email_sendemail",
                    "34": "iot_cleaning",
                    "35": "audio_volume_down",
                    "36": "play_radio",
                    "37": "cooking_query",
                    "38": "datetime_convert",
                    "39": "qa_maths",
                    "4": "qa_stock",
                    "40": "iot_hue_lightoff",
                    "41": "iot_hue_lighton",
                    "42": "transport_query",
                    "43": "music_likeness",
                    "44": "email_query",
                    "45": "play_music",
                    "46": "audio_volume_mute",
                    "47": "social_post",
                    "48": "alarm_set",
                    "49": "qa_factoid",
                    "5": "general_greet",
                    "50": "calendar_set",
                    "51": "play_game",
                    "52": "alarm_remove",
                    "53": "lists_remove",
                    "54": "transport_taxi",
                    "55": "recommendation_movies",
                    "56": "iot_coffee",
                    "57": "music_query",
                    "58": "play_podcasts",
                    "59": "lists_query",
                    "6": "recommendation_events",
                    "7": "music_dislikeness",
                    "8": "iot_wemo_off",
                    "9": "cooking_recipe"
                }
            },
            "type": "map_instance_values"
        },
        {
            "field_to_field": {
                "intent": "label",
                "utt": "text"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "classes": [
                    "datetime_query",
                    "iot_hue_lightchange",
                    "transport_ticket",
                    "takeaway_query",
                    "qa_stock",
                    "general_greet",
                    "recommendation_events",
                    "music_dislikeness",
                    "iot_wemo_off",
                    "cooking_recipe",
                    "qa_currency",
                    "transport_traffic",
                    "general_quirky",
                    "weather_query",
                    "audio_volume_up",
                    "email_addcontact",
                    "takeaway_order",
                    "email_querycontact",
                    "iot_hue_lightup",
                    "recommendation_locations",
                    "play_audiobook",
                    "lists_createoradd",
                    "news_query",
                    "alarm_query",
                    "iot_wemo_on",
                    "general_joke",
                    "qa_definition",
                    "social_query",
                    "music_settings",
                    "audio_volume_other",
                    "calendar_remove",
                    "iot_hue_lightdim",
                    "calendar_query",
                    "email_sendemail",
                    "iot_cleaning",
                    "audio_volume_down",
                    "play_radio",
                    "cooking_query",
                    "datetime_convert",
                    "qa_maths",
                    "iot_hue_lightoff",
                    "iot_hue_lighton",
                    "transport_query",
                    "music_likeness",
                    "email_query",
                    "play_music",
                    "audio_volume_mute",
                    "social_post",
                    "alarm_set",
                    "qa_factoid",
                    "calendar_set",
                    "play_game",
                    "alarm_remove",
                    "lists_remove",
                    "transport_taxi",
                    "recommendation_movies",
                    "iot_coffee",
                    "music_query",
                    "play_podcasts",
                    "lists_query"
                ],
                "text_type": "sentence",
                "type_of_class": "intent"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.classification.multi_class",
    "templates": "templates.classification.multi_class.all",
    "type": "task_card"
}

References: tasks.classification.multi_class, templates.classification.multi_class.all




ms_MY.json

Note

ID: cards.amazon_mass.ms_MY.json | Type: TaskCard

{
    "loader": {
        "name": "ms-MY",
        "path": "AmazonScience/massive",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mappers": {
                "intent": {
                    "0": "datetime_query",
                    "1": "iot_hue_lightchange",
                    "10": "qa_currency",
                    "11": "transport_traffic",
                    "12": "general_quirky",
                    "13": "weather_query",
                    "14": "audio_volume_up",
                    "15": "email_addcontact",
                    "16": "takeaway_order",
                    "17": "email_querycontact",
                    "18": "iot_hue_lightup",
                    "19": "recommendation_locations",
                    "2": "transport_ticket",
                    "20": "play_audiobook",
                    "21": "lists_createoradd",
                    "22": "news_query",
                    "23": "alarm_query",
                    "24": "iot_wemo_on",
                    "25": "general_joke",
                    "26": "qa_definition",
                    "27": "social_query",
                    "28": "music_settings",
                    "29": "audio_volume_other",
                    "3": "takeaway_query",
                    "30": "calendar_remove",
                    "31": "iot_hue_lightdim",
                    "32": "calendar_query",
                    "33": "email_sendemail",
                    "34": "iot_cleaning",
                    "35": "audio_volume_down",
                    "36": "play_radio",
                    "37": "cooking_query",
                    "38": "datetime_convert",
                    "39": "qa_maths",
                    "4": "qa_stock",
                    "40": "iot_hue_lightoff",
                    "41": "iot_hue_lighton",
                    "42": "transport_query",
                    "43": "music_likeness",
                    "44": "email_query",
                    "45": "play_music",
                    "46": "audio_volume_mute",
                    "47": "social_post",
                    "48": "alarm_set",
                    "49": "qa_factoid",
                    "5": "general_greet",
                    "50": "calendar_set",
                    "51": "play_game",
                    "52": "alarm_remove",
                    "53": "lists_remove",
                    "54": "transport_taxi",
                    "55": "recommendation_movies",
                    "56": "iot_coffee",
                    "57": "music_query",
                    "58": "play_podcasts",
                    "59": "lists_query",
                    "6": "recommendation_events",
                    "7": "music_dislikeness",
                    "8": "iot_wemo_off",
                    "9": "cooking_recipe"
                }
            },
            "type": "map_instance_values"
        },
        {
            "field_to_field": {
                "intent": "label",
                "utt": "text"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "classes": [
                    "datetime_query",
                    "iot_hue_lightchange",
                    "transport_ticket",
                    "takeaway_query",
                    "qa_stock",
                    "general_greet",
                    "recommendation_events",
                    "music_dislikeness",
                    "iot_wemo_off",
                    "cooking_recipe",
                    "qa_currency",
                    "transport_traffic",
                    "general_quirky",
                    "weather_query",
                    "audio_volume_up",
                    "email_addcontact",
                    "takeaway_order",
                    "email_querycontact",
                    "iot_hue_lightup",
                    "recommendation_locations",
                    "play_audiobook",
                    "lists_createoradd",
                    "news_query",
                    "alarm_query",
                    "iot_wemo_on",
                    "general_joke",
                    "qa_definition",
                    "social_query",
                    "music_settings",
                    "audio_volume_other",
                    "calendar_remove",
                    "iot_hue_lightdim",
                    "calendar_query",
                    "email_sendemail",
                    "iot_cleaning",
                    "audio_volume_down",
                    "play_radio",
                    "cooking_query",
                    "datetime_convert",
                    "qa_maths",
                    "iot_hue_lightoff",
                    "iot_hue_lighton",
                    "transport_query",
                    "music_likeness",
                    "email_query",
                    "play_music",
                    "audio_volume_mute",
                    "social_post",
                    "alarm_set",
                    "qa_factoid",
                    "calendar_set",
                    "play_game",
                    "alarm_remove",
                    "lists_remove",
                    "transport_taxi",
                    "recommendation_movies",
                    "iot_coffee",
                    "music_query",
                    "play_podcasts",
                    "lists_query"
                ],
                "text_type": "sentence",
                "type_of_class": "intent"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.classification.multi_class",
    "templates": "templates.classification.multi_class.all",
    "type": "task_card"
}

References: tasks.classification.multi_class, templates.classification.multi_class.all




ar_SA.json

Note

ID: cards.amazon_mass.ar_SA.json | Type: TaskCard

{
    "loader": {
        "name": "ar-SA",
        "path": "AmazonScience/massive",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mappers": {
                "intent": {
                    "0": "datetime_query",
                    "1": "iot_hue_lightchange",
                    "10": "qa_currency",
                    "11": "transport_traffic",
                    "12": "general_quirky",
                    "13": "weather_query",
                    "14": "audio_volume_up",
                    "15": "email_addcontact",
                    "16": "takeaway_order",
                    "17": "email_querycontact",
                    "18": "iot_hue_lightup",
                    "19": "recommendation_locations",
                    "2": "transport_ticket",
                    "20": "play_audiobook",
                    "21": "lists_createoradd",
                    "22": "news_query",
                    "23": "alarm_query",
                    "24": "iot_wemo_on",
                    "25": "general_joke",
                    "26": "qa_definition",
                    "27": "social_query",
                    "28": "music_settings",
                    "29": "audio_volume_other",
                    "3": "takeaway_query",
                    "30": "calendar_remove",
                    "31": "iot_hue_lightdim",
                    "32": "calendar_query",
                    "33": "email_sendemail",
                    "34": "iot_cleaning",
                    "35": "audio_volume_down",
                    "36": "play_radio",
                    "37": "cooking_query",
                    "38": "datetime_convert",
                    "39": "qa_maths",
                    "4": "qa_stock",
                    "40": "iot_hue_lightoff",
                    "41": "iot_hue_lighton",
                    "42": "transport_query",
                    "43": "music_likeness",
                    "44": "email_query",
                    "45": "play_music",
                    "46": "audio_volume_mute",
                    "47": "social_post",
                    "48": "alarm_set",
                    "49": "qa_factoid",
                    "5": "general_greet",
                    "50": "calendar_set",
                    "51": "play_game",
                    "52": "alarm_remove",
                    "53": "lists_remove",
                    "54": "transport_taxi",
                    "55": "recommendation_movies",
                    "56": "iot_coffee",
                    "57": "music_query",
                    "58": "play_podcasts",
                    "59": "lists_query",
                    "6": "recommendation_events",
                    "7": "music_dislikeness",
                    "8": "iot_wemo_off",
                    "9": "cooking_recipe"
                }
            },
            "type": "map_instance_values"
        },
        {
            "field_to_field": {
                "intent": "label",
                "utt": "text"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "classes": [
                    "datetime_query",
                    "iot_hue_lightchange",
                    "transport_ticket",
                    "takeaway_query",
                    "qa_stock",
                    "general_greet",
                    "recommendation_events",
                    "music_dislikeness",
                    "iot_wemo_off",
                    "cooking_recipe",
                    "qa_currency",
                    "transport_traffic",
                    "general_quirky",
                    "weather_query",
                    "audio_volume_up",
                    "email_addcontact",
                    "takeaway_order",
                    "email_querycontact",
                    "iot_hue_lightup",
                    "recommendation_locations",
                    "play_audiobook",
                    "lists_createoradd",
                    "news_query",
                    "alarm_query",
                    "iot_wemo_on",
                    "general_joke",
                    "qa_definition",
                    "social_query",
                    "music_settings",
                    "audio_volume_other",
                    "calendar_remove",
                    "iot_hue_lightdim",
                    "calendar_query",
                    "email_sendemail",
                    "iot_cleaning",
                    "audio_volume_down",
                    "play_radio",
                    "cooking_query",
                    "datetime_convert",
                    "qa_maths",
                    "iot_hue_lightoff",
                    "iot_hue_lighton",
                    "transport_query",
                    "music_likeness",
                    "email_query",
                    "play_music",
                    "audio_volume_mute",
                    "social_post",
                    "alarm_set",
                    "qa_factoid",
                    "calendar_set",
                    "play_game",
                    "alarm_remove",
                    "lists_remove",
                    "transport_taxi",
                    "recommendation_movies",
                    "iot_coffee",
                    "music_query",
                    "play_podcasts",
                    "lists_query"
                ],
                "text_type": "sentence",
                "type_of_class": "intent"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.classification.multi_class",
    "templates": "templates.classification.multi_class.all",
    "type": "task_card"
}

References: tasks.classification.multi_class, templates.classification.multi_class.all




nl_NL.json

Note

ID: cards.amazon_mass.nl_NL.json | Type: TaskCard

{
    "loader": {
        "name": "nl-NL",
        "path": "AmazonScience/massive",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mappers": {
                "intent": {
                    "0": "datetime_query",
                    "1": "iot_hue_lightchange",
                    "10": "qa_currency",
                    "11": "transport_traffic",
                    "12": "general_quirky",
                    "13": "weather_query",
                    "14": "audio_volume_up",
                    "15": "email_addcontact",
                    "16": "takeaway_order",
                    "17": "email_querycontact",
                    "18": "iot_hue_lightup",
                    "19": "recommendation_locations",
                    "2": "transport_ticket",
                    "20": "play_audiobook",
                    "21": "lists_createoradd",
                    "22": "news_query",
                    "23": "alarm_query",
                    "24": "iot_wemo_on",
                    "25": "general_joke",
                    "26": "qa_definition",
                    "27": "social_query",
                    "28": "music_settings",
                    "29": "audio_volume_other",
                    "3": "takeaway_query",
                    "30": "calendar_remove",
                    "31": "iot_hue_lightdim",
                    "32": "calendar_query",
                    "33": "email_sendemail",
                    "34": "iot_cleaning",
                    "35": "audio_volume_down",
                    "36": "play_radio",
                    "37": "cooking_query",
                    "38": "datetime_convert",
                    "39": "qa_maths",
                    "4": "qa_stock",
                    "40": "iot_hue_lightoff",
                    "41": "iot_hue_lighton",
                    "42": "transport_query",
                    "43": "music_likeness",
                    "44": "email_query",
                    "45": "play_music",
                    "46": "audio_volume_mute",
                    "47": "social_post",
                    "48": "alarm_set",
                    "49": "qa_factoid",
                    "5": "general_greet",
                    "50": "calendar_set",
                    "51": "play_game",
                    "52": "alarm_remove",
                    "53": "lists_remove",
                    "54": "transport_taxi",
                    "55": "recommendation_movies",
                    "56": "iot_coffee",
                    "57": "music_query",
                    "58": "play_podcasts",
                    "59": "lists_query",
                    "6": "recommendation_events",
                    "7": "music_dislikeness",
                    "8": "iot_wemo_off",
                    "9": "cooking_recipe"
                }
            },
            "type": "map_instance_values"
        },
        {
            "field_to_field": {
                "intent": "label",
                "utt": "text"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "classes": [
                    "datetime_query",
                    "iot_hue_lightchange",
                    "transport_ticket",
                    "takeaway_query",
                    "qa_stock",
                    "general_greet",
                    "recommendation_events",
                    "music_dislikeness",
                    "iot_wemo_off",
                    "cooking_recipe",
                    "qa_currency",
                    "transport_traffic",
                    "general_quirky",
                    "weather_query",
                    "audio_volume_up",
                    "email_addcontact",
                    "takeaway_order",
                    "email_querycontact",
                    "iot_hue_lightup",
                    "recommendation_locations",
                    "play_audiobook",
                    "lists_createoradd",
                    "news_query",
                    "alarm_query",
                    "iot_wemo_on",
                    "general_joke",
                    "qa_definition",
                    "social_query",
                    "music_settings",
                    "audio_volume_other",
                    "calendar_remove",
                    "iot_hue_lightdim",
                    "calendar_query",
                    "email_sendemail",
                    "iot_cleaning",
                    "audio_volume_down",
                    "play_radio",
                    "cooking_query",
                    "datetime_convert",
                    "qa_maths",
                    "iot_hue_lightoff",
                    "iot_hue_lighton",
                    "transport_query",
                    "music_likeness",
                    "email_query",
                    "play_music",
                    "audio_volume_mute",
                    "social_post",
                    "alarm_set",
                    "qa_factoid",
                    "calendar_set",
                    "play_game",
                    "alarm_remove",
                    "lists_remove",
                    "transport_taxi",
                    "recommendation_movies",
                    "iot_coffee",
                    "music_query",
                    "play_podcasts",
                    "lists_query"
                ],
                "text_type": "sentence",
                "type_of_class": "intent"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.classification.multi_class",
    "templates": "templates.classification.multi_class.all",
    "type": "task_card"
}

References: tasks.classification.multi_class, templates.classification.multi_class.all




pt_PT.json

Note

ID: cards.amazon_mass.pt_PT.json | Type: TaskCard

{
    "loader": {
        "name": "pt-PT",
        "path": "AmazonScience/massive",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mappers": {
                "intent": {
                    "0": "datetime_query",
                    "1": "iot_hue_lightchange",
                    "10": "qa_currency",
                    "11": "transport_traffic",
                    "12": "general_quirky",
                    "13": "weather_query",
                    "14": "audio_volume_up",
                    "15": "email_addcontact",
                    "16": "takeaway_order",
                    "17": "email_querycontact",
                    "18": "iot_hue_lightup",
                    "19": "recommendation_locations",
                    "2": "transport_ticket",
                    "20": "play_audiobook",
                    "21": "lists_createoradd",
                    "22": "news_query",
                    "23": "alarm_query",
                    "24": "iot_wemo_on",
                    "25": "general_joke",
                    "26": "qa_definition",
                    "27": "social_query",
                    "28": "music_settings",
                    "29": "audio_volume_other",
                    "3": "takeaway_query",
                    "30": "calendar_remove",
                    "31": "iot_hue_lightdim",
                    "32": "calendar_query",
                    "33": "email_sendemail",
                    "34": "iot_cleaning",
                    "35": "audio_volume_down",
                    "36": "play_radio",
                    "37": "cooking_query",
                    "38": "datetime_convert",
                    "39": "qa_maths",
                    "4": "qa_stock",
                    "40": "iot_hue_lightoff",
                    "41": "iot_hue_lighton",
                    "42": "transport_query",
                    "43": "music_likeness",
                    "44": "email_query",
                    "45": "play_music",
                    "46": "audio_volume_mute",
                    "47": "social_post",
                    "48": "alarm_set",
                    "49": "qa_factoid",
                    "5": "general_greet",
                    "50": "calendar_set",
                    "51": "play_game",
                    "52": "alarm_remove",
                    "53": "lists_remove",
                    "54": "transport_taxi",
                    "55": "recommendation_movies",
                    "56": "iot_coffee",
                    "57": "music_query",
                    "58": "play_podcasts",
                    "59": "lists_query",
                    "6": "recommendation_events",
                    "7": "music_dislikeness",
                    "8": "iot_wemo_off",
                    "9": "cooking_recipe"
                }
            },
            "type": "map_instance_values"
        },
        {
            "field_to_field": {
                "intent": "label",
                "utt": "text"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "classes": [
                    "datetime_query",
                    "iot_hue_lightchange",
                    "transport_ticket",
                    "takeaway_query",
                    "qa_stock",
                    "general_greet",
                    "recommendation_events",
                    "music_dislikeness",
                    "iot_wemo_off",
                    "cooking_recipe",
                    "qa_currency",
                    "transport_traffic",
                    "general_quirky",
                    "weather_query",
                    "audio_volume_up",
                    "email_addcontact",
                    "takeaway_order",
                    "email_querycontact",
                    "iot_hue_lightup",
                    "recommendation_locations",
                    "play_audiobook",
                    "lists_createoradd",
                    "news_query",
                    "alarm_query",
                    "iot_wemo_on",
                    "general_joke",
                    "qa_definition",
                    "social_query",
                    "music_settings",
                    "audio_volume_other",
                    "calendar_remove",
                    "iot_hue_lightdim",
                    "calendar_query",
                    "email_sendemail",
                    "iot_cleaning",
                    "audio_volume_down",
                    "play_radio",
                    "cooking_query",
                    "datetime_convert",
                    "qa_maths",
                    "iot_hue_lightoff",
                    "iot_hue_lighton",
                    "transport_query",
                    "music_likeness",
                    "email_query",
                    "play_music",
                    "audio_volume_mute",
                    "social_post",
                    "alarm_set",
                    "qa_factoid",
                    "calendar_set",
                    "play_game",
                    "alarm_remove",
                    "lists_remove",
                    "transport_taxi",
                    "recommendation_movies",
                    "iot_coffee",
                    "music_query",
                    "play_podcasts",
                    "lists_query"
                ],
                "text_type": "sentence",
                "type_of_class": "intent"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.classification.multi_class",
    "templates": "templates.classification.multi_class.all",
    "type": "task_card"
}

References: tasks.classification.multi_class, templates.classification.multi_class.all




sw_KE.json

Note

ID: cards.amazon_mass.sw_KE.json | Type: TaskCard

{
    "loader": {
        "name": "sw-KE",
        "path": "AmazonScience/massive",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mappers": {
                "intent": {
                    "0": "datetime_query",
                    "1": "iot_hue_lightchange",
                    "10": "qa_currency",
                    "11": "transport_traffic",
                    "12": "general_quirky",
                    "13": "weather_query",
                    "14": "audio_volume_up",
                    "15": "email_addcontact",
                    "16": "takeaway_order",
                    "17": "email_querycontact",
                    "18": "iot_hue_lightup",
                    "19": "recommendation_locations",
                    "2": "transport_ticket",
                    "20": "play_audiobook",
                    "21": "lists_createoradd",
                    "22": "news_query",
                    "23": "alarm_query",
                    "24": "iot_wemo_on",
                    "25": "general_joke",
                    "26": "qa_definition",
                    "27": "social_query",
                    "28": "music_settings",
                    "29": "audio_volume_other",
                    "3": "takeaway_query",
                    "30": "calendar_remove",
                    "31": "iot_hue_lightdim",
                    "32": "calendar_query",
                    "33": "email_sendemail",
                    "34": "iot_cleaning",
                    "35": "audio_volume_down",
                    "36": "play_radio",
                    "37": "cooking_query",
                    "38": "datetime_convert",
                    "39": "qa_maths",
                    "4": "qa_stock",
                    "40": "iot_hue_lightoff",
                    "41": "iot_hue_lighton",
                    "42": "transport_query",
                    "43": "music_likeness",
                    "44": "email_query",
                    "45": "play_music",
                    "46": "audio_volume_mute",
                    "47": "social_post",
                    "48": "alarm_set",
                    "49": "qa_factoid",
                    "5": "general_greet",
                    "50": "calendar_set",
                    "51": "play_game",
                    "52": "alarm_remove",
                    "53": "lists_remove",
                    "54": "transport_taxi",
                    "55": "recommendation_movies",
                    "56": "iot_coffee",
                    "57": "music_query",
                    "58": "play_podcasts",
                    "59": "lists_query",
                    "6": "recommendation_events",
                    "7": "music_dislikeness",
                    "8": "iot_wemo_off",
                    "9": "cooking_recipe"
                }
            },
            "type": "map_instance_values"
        },
        {
            "field_to_field": {
                "intent": "label",
                "utt": "text"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "classes": [
                    "datetime_query",
                    "iot_hue_lightchange",
                    "transport_ticket",
                    "takeaway_query",
                    "qa_stock",
                    "general_greet",
                    "recommendation_events",
                    "music_dislikeness",
                    "iot_wemo_off",
                    "cooking_recipe",
                    "qa_currency",
                    "transport_traffic",
                    "general_quirky",
                    "weather_query",
                    "audio_volume_up",
                    "email_addcontact",
                    "takeaway_order",
                    "email_querycontact",
                    "iot_hue_lightup",
                    "recommendation_locations",
                    "play_audiobook",
                    "lists_createoradd",
                    "news_query",
                    "alarm_query",
                    "iot_wemo_on",
                    "general_joke",
                    "qa_definition",
                    "social_query",
                    "music_settings",
                    "audio_volume_other",
                    "calendar_remove",
                    "iot_hue_lightdim",
                    "calendar_query",
                    "email_sendemail",
                    "iot_cleaning",
                    "audio_volume_down",
                    "play_radio",
                    "cooking_query",
                    "datetime_convert",
                    "qa_maths",
                    "iot_hue_lightoff",
                    "iot_hue_lighton",
                    "transport_query",
                    "music_likeness",
                    "email_query",
                    "play_music",
                    "audio_volume_mute",
                    "social_post",
                    "alarm_set",
                    "qa_factoid",
                    "calendar_set",
                    "play_game",
                    "alarm_remove",
                    "lists_remove",
                    "transport_taxi",
                    "recommendation_movies",
                    "iot_coffee",
                    "music_query",
                    "play_podcasts",
                    "lists_query"
                ],
                "text_type": "sentence",
                "type_of_class": "intent"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.classification.multi_class",
    "templates": "templates.classification.multi_class.all",
    "type": "task_card"
}

References: tasks.classification.multi_class, templates.classification.multi_class.all




hu_HU.json

Note

ID: cards.amazon_mass.hu_HU.json | Type: TaskCard

{
    "loader": {
        "name": "hu-HU",
        "path": "AmazonScience/massive",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mappers": {
                "intent": {
                    "0": "datetime_query",
                    "1": "iot_hue_lightchange",
                    "10": "qa_currency",
                    "11": "transport_traffic",
                    "12": "general_quirky",
                    "13": "weather_query",
                    "14": "audio_volume_up",
                    "15": "email_addcontact",
                    "16": "takeaway_order",
                    "17": "email_querycontact",
                    "18": "iot_hue_lightup",
                    "19": "recommendation_locations",
                    "2": "transport_ticket",
                    "20": "play_audiobook",
                    "21": "lists_createoradd",
                    "22": "news_query",
                    "23": "alarm_query",
                    "24": "iot_wemo_on",
                    "25": "general_joke",
                    "26": "qa_definition",
                    "27": "social_query",
                    "28": "music_settings",
                    "29": "audio_volume_other",
                    "3": "takeaway_query",
                    "30": "calendar_remove",
                    "31": "iot_hue_lightdim",
                    "32": "calendar_query",
                    "33": "email_sendemail",
                    "34": "iot_cleaning",
                    "35": "audio_volume_down",
                    "36": "play_radio",
                    "37": "cooking_query",
                    "38": "datetime_convert",
                    "39": "qa_maths",
                    "4": "qa_stock",
                    "40": "iot_hue_lightoff",
                    "41": "iot_hue_lighton",
                    "42": "transport_query",
                    "43": "music_likeness",
                    "44": "email_query",
                    "45": "play_music",
                    "46": "audio_volume_mute",
                    "47": "social_post",
                    "48": "alarm_set",
                    "49": "qa_factoid",
                    "5": "general_greet",
                    "50": "calendar_set",
                    "51": "play_game",
                    "52": "alarm_remove",
                    "53": "lists_remove",
                    "54": "transport_taxi",
                    "55": "recommendation_movies",
                    "56": "iot_coffee",
                    "57": "music_query",
                    "58": "play_podcasts",
                    "59": "lists_query",
                    "6": "recommendation_events",
                    "7": "music_dislikeness",
                    "8": "iot_wemo_off",
                    "9": "cooking_recipe"
                }
            },
            "type": "map_instance_values"
        },
        {
            "field_to_field": {
                "intent": "label",
                "utt": "text"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "classes": [
                    "datetime_query",
                    "iot_hue_lightchange",
                    "transport_ticket",
                    "takeaway_query",
                    "qa_stock",
                    "general_greet",
                    "recommendation_events",
                    "music_dislikeness",
                    "iot_wemo_off",
                    "cooking_recipe",
                    "qa_currency",
                    "transport_traffic",
                    "general_quirky",
                    "weather_query",
                    "audio_volume_up",
                    "email_addcontact",
                    "takeaway_order",
                    "email_querycontact",
                    "iot_hue_lightup",
                    "recommendation_locations",
                    "play_audiobook",
                    "lists_createoradd",
                    "news_query",
                    "alarm_query",
                    "iot_wemo_on",
                    "general_joke",
                    "qa_definition",
                    "social_query",
                    "music_settings",
                    "audio_volume_other",
                    "calendar_remove",
                    "iot_hue_lightdim",
                    "calendar_query",
                    "email_sendemail",
                    "iot_cleaning",
                    "audio_volume_down",
                    "play_radio",
                    "cooking_query",
                    "datetime_convert",
                    "qa_maths",
                    "iot_hue_lightoff",
                    "iot_hue_lighton",
                    "transport_query",
                    "music_likeness",
                    "email_query",
                    "play_music",
                    "audio_volume_mute",
                    "social_post",
                    "alarm_set",
                    "qa_factoid",
                    "calendar_set",
                    "play_game",
                    "alarm_remove",
                    "lists_remove",
                    "transport_taxi",
                    "recommendation_movies",
                    "iot_coffee",
                    "music_query",
                    "play_podcasts",
                    "lists_query"
                ],
                "text_type": "sentence",
                "type_of_class": "intent"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.classification.multi_class",
    "templates": "templates.classification.multi_class.all",
    "type": "task_card"
}

References: tasks.classification.multi_class, templates.classification.multi_class.all




hi_IN.json

Note

ID: cards.amazon_mass.hi_IN.json | Type: TaskCard

{
    "loader": {
        "name": "hi-IN",
        "path": "AmazonScience/massive",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mappers": {
                "intent": {
                    "0": "datetime_query",
                    "1": "iot_hue_lightchange",
                    "10": "qa_currency",
                    "11": "transport_traffic",
                    "12": "general_quirky",
                    "13": "weather_query",
                    "14": "audio_volume_up",
                    "15": "email_addcontact",
                    "16": "takeaway_order",
                    "17": "email_querycontact",
                    "18": "iot_hue_lightup",
                    "19": "recommendation_locations",
                    "2": "transport_ticket",
                    "20": "play_audiobook",
                    "21": "lists_createoradd",
                    "22": "news_query",
                    "23": "alarm_query",
                    "24": "iot_wemo_on",
                    "25": "general_joke",
                    "26": "qa_definition",
                    "27": "social_query",
                    "28": "music_settings",
                    "29": "audio_volume_other",
                    "3": "takeaway_query",
                    "30": "calendar_remove",
                    "31": "iot_hue_lightdim",
                    "32": "calendar_query",
                    "33": "email_sendemail",
                    "34": "iot_cleaning",
                    "35": "audio_volume_down",
                    "36": "play_radio",
                    "37": "cooking_query",
                    "38": "datetime_convert",
                    "39": "qa_maths",
                    "4": "qa_stock",
                    "40": "iot_hue_lightoff",
                    "41": "iot_hue_lighton",
                    "42": "transport_query",
                    "43": "music_likeness",
                    "44": "email_query",
                    "45": "play_music",
                    "46": "audio_volume_mute",
                    "47": "social_post",
                    "48": "alarm_set",
                    "49": "qa_factoid",
                    "5": "general_greet",
                    "50": "calendar_set",
                    "51": "play_game",
                    "52": "alarm_remove",
                    "53": "lists_remove",
                    "54": "transport_taxi",
                    "55": "recommendation_movies",
                    "56": "iot_coffee",
                    "57": "music_query",
                    "58": "play_podcasts",
                    "59": "lists_query",
                    "6": "recommendation_events",
                    "7": "music_dislikeness",
                    "8": "iot_wemo_off",
                    "9": "cooking_recipe"
                }
            },
            "type": "map_instance_values"
        },
        {
            "field_to_field": {
                "intent": "label",
                "utt": "text"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "classes": [
                    "datetime_query",
                    "iot_hue_lightchange",
                    "transport_ticket",
                    "takeaway_query",
                    "qa_stock",
                    "general_greet",
                    "recommendation_events",
                    "music_dislikeness",
                    "iot_wemo_off",
                    "cooking_recipe",
                    "qa_currency",
                    "transport_traffic",
                    "general_quirky",
                    "weather_query",
                    "audio_volume_up",
                    "email_addcontact",
                    "takeaway_order",
                    "email_querycontact",
                    "iot_hue_lightup",
                    "recommendation_locations",
                    "play_audiobook",
                    "lists_createoradd",
                    "news_query",
                    "alarm_query",
                    "iot_wemo_on",
                    "general_joke",
                    "qa_definition",
                    "social_query",
                    "music_settings",
                    "audio_volume_other",
                    "calendar_remove",
                    "iot_hue_lightdim",
                    "calendar_query",
                    "email_sendemail",
                    "iot_cleaning",
                    "audio_volume_down",
                    "play_radio",
                    "cooking_query",
                    "datetime_convert",
                    "qa_maths",
                    "iot_hue_lightoff",
                    "iot_hue_lighton",
                    "transport_query",
                    "music_likeness",
                    "email_query",
                    "play_music",
                    "audio_volume_mute",
                    "social_post",
                    "alarm_set",
                    "qa_factoid",
                    "calendar_set",
                    "play_game",
                    "alarm_remove",
                    "lists_remove",
                    "transport_taxi",
                    "recommendation_movies",
                    "iot_coffee",
                    "music_query",
                    "play_podcasts",
                    "lists_query"
                ],
                "text_type": "sentence",
                "type_of_class": "intent"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.classification.multi_class",
    "templates": "templates.classification.multi_class.all",
    "type": "task_card"
}

References: tasks.classification.multi_class, templates.classification.multi_class.all




sl_SL.json

Note

ID: cards.amazon_mass.sl_SL.json | Type: TaskCard

{
    "loader": {
        "name": "sl-SL",
        "path": "AmazonScience/massive",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mappers": {
                "intent": {
                    "0": "datetime_query",
                    "1": "iot_hue_lightchange",
                    "10": "qa_currency",
                    "11": "transport_traffic",
                    "12": "general_quirky",
                    "13": "weather_query",
                    "14": "audio_volume_up",
                    "15": "email_addcontact",
                    "16": "takeaway_order",
                    "17": "email_querycontact",
                    "18": "iot_hue_lightup",
                    "19": "recommendation_locations",
                    "2": "transport_ticket",
                    "20": "play_audiobook",
                    "21": "lists_createoradd",
                    "22": "news_query",
                    "23": "alarm_query",
                    "24": "iot_wemo_on",
                    "25": "general_joke",
                    "26": "qa_definition",
                    "27": "social_query",
                    "28": "music_settings",
                    "29": "audio_volume_other",
                    "3": "takeaway_query",
                    "30": "calendar_remove",
                    "31": "iot_hue_lightdim",
                    "32": "calendar_query",
                    "33": "email_sendemail",
                    "34": "iot_cleaning",
                    "35": "audio_volume_down",
                    "36": "play_radio",
                    "37": "cooking_query",
                    "38": "datetime_convert",
                    "39": "qa_maths",
                    "4": "qa_stock",
                    "40": "iot_hue_lightoff",
                    "41": "iot_hue_lighton",
                    "42": "transport_query",
                    "43": "music_likeness",
                    "44": "email_query",
                    "45": "play_music",
                    "46": "audio_volume_mute",
                    "47": "social_post",
                    "48": "alarm_set",
                    "49": "qa_factoid",
                    "5": "general_greet",
                    "50": "calendar_set",
                    "51": "play_game",
                    "52": "alarm_remove",
                    "53": "lists_remove",
                    "54": "transport_taxi",
                    "55": "recommendation_movies",
                    "56": "iot_coffee",
                    "57": "music_query",
                    "58": "play_podcasts",
                    "59": "lists_query",
                    "6": "recommendation_events",
                    "7": "music_dislikeness",
                    "8": "iot_wemo_off",
                    "9": "cooking_recipe"
                }
            },
            "type": "map_instance_values"
        },
        {
            "field_to_field": {
                "intent": "label",
                "utt": "text"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "classes": [
                    "datetime_query",
                    "iot_hue_lightchange",
                    "transport_ticket",
                    "takeaway_query",
                    "qa_stock",
                    "general_greet",
                    "recommendation_events",
                    "music_dislikeness",
                    "iot_wemo_off",
                    "cooking_recipe",
                    "qa_currency",
                    "transport_traffic",
                    "general_quirky",
                    "weather_query",
                    "audio_volume_up",
                    "email_addcontact",
                    "takeaway_order",
                    "email_querycontact",
                    "iot_hue_lightup",
                    "recommendation_locations",
                    "play_audiobook",
                    "lists_createoradd",
                    "news_query",
                    "alarm_query",
                    "iot_wemo_on",
                    "general_joke",
                    "qa_definition",
                    "social_query",
                    "music_settings",
                    "audio_volume_other",
                    "calendar_remove",
                    "iot_hue_lightdim",
                    "calendar_query",
                    "email_sendemail",
                    "iot_cleaning",
                    "audio_volume_down",
                    "play_radio",
                    "cooking_query",
                    "datetime_convert",
                    "qa_maths",
                    "iot_hue_lightoff",
                    "iot_hue_lighton",
                    "transport_query",
                    "music_likeness",
                    "email_query",
                    "play_music",
                    "audio_volume_mute",
                    "social_post",
                    "alarm_set",
                    "qa_factoid",
                    "calendar_set",
                    "play_game",
                    "alarm_remove",
                    "lists_remove",
                    "transport_taxi",
                    "recommendation_movies",
                    "iot_coffee",
                    "music_query",
                    "play_podcasts",
                    "lists_query"
                ],
                "text_type": "sentence",
                "type_of_class": "intent"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.classification.multi_class",
    "templates": "templates.classification.multi_class.all",
    "type": "task_card"
}

References: tasks.classification.multi_class, templates.classification.multi_class.all




cy_GB.json

Note

ID: cards.amazon_mass.cy_GB.json | Type: TaskCard

{
    "loader": {
        "name": "cy-GB",
        "path": "AmazonScience/massive",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mappers": {
                "intent": {
                    "0": "datetime_query",
                    "1": "iot_hue_lightchange",
                    "10": "qa_currency",
                    "11": "transport_traffic",
                    "12": "general_quirky",
                    "13": "weather_query",
                    "14": "audio_volume_up",
                    "15": "email_addcontact",
                    "16": "takeaway_order",
                    "17": "email_querycontact",
                    "18": "iot_hue_lightup",
                    "19": "recommendation_locations",
                    "2": "transport_ticket",
                    "20": "play_audiobook",
                    "21": "lists_createoradd",
                    "22": "news_query",
                    "23": "alarm_query",
                    "24": "iot_wemo_on",
                    "25": "general_joke",
                    "26": "qa_definition",
                    "27": "social_query",
                    "28": "music_settings",
                    "29": "audio_volume_other",
                    "3": "takeaway_query",
                    "30": "calendar_remove",
                    "31": "iot_hue_lightdim",
                    "32": "calendar_query",
                    "33": "email_sendemail",
                    "34": "iot_cleaning",
                    "35": "audio_volume_down",
                    "36": "play_radio",
                    "37": "cooking_query",
                    "38": "datetime_convert",
                    "39": "qa_maths",
                    "4": "qa_stock",
                    "40": "iot_hue_lightoff",
                    "41": "iot_hue_lighton",
                    "42": "transport_query",
                    "43": "music_likeness",
                    "44": "email_query",
                    "45": "play_music",
                    "46": "audio_volume_mute",
                    "47": "social_post",
                    "48": "alarm_set",
                    "49": "qa_factoid",
                    "5": "general_greet",
                    "50": "calendar_set",
                    "51": "play_game",
                    "52": "alarm_remove",
                    "53": "lists_remove",
                    "54": "transport_taxi",
                    "55": "recommendation_movies",
                    "56": "iot_coffee",
                    "57": "music_query",
                    "58": "play_podcasts",
                    "59": "lists_query",
                    "6": "recommendation_events",
                    "7": "music_dislikeness",
                    "8": "iot_wemo_off",
                    "9": "cooking_recipe"
                }
            },
            "type": "map_instance_values"
        },
        {
            "field_to_field": {
                "intent": "label",
                "utt": "text"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "classes": [
                    "datetime_query",
                    "iot_hue_lightchange",
                    "transport_ticket",
                    "takeaway_query",
                    "qa_stock",
                    "general_greet",
                    "recommendation_events",
                    "music_dislikeness",
                    "iot_wemo_off",
                    "cooking_recipe",
                    "qa_currency",
                    "transport_traffic",
                    "general_quirky",
                    "weather_query",
                    "audio_volume_up",
                    "email_addcontact",
                    "takeaway_order",
                    "email_querycontact",
                    "iot_hue_lightup",
                    "recommendation_locations",
                    "play_audiobook",
                    "lists_createoradd",
                    "news_query",
                    "alarm_query",
                    "iot_wemo_on",
                    "general_joke",
                    "qa_definition",
                    "social_query",
                    "music_settings",
                    "audio_volume_other",
                    "calendar_remove",
                    "iot_hue_lightdim",
                    "calendar_query",
                    "email_sendemail",
                    "iot_cleaning",
                    "audio_volume_down",
                    "play_radio",
                    "cooking_query",
                    "datetime_convert",
                    "qa_maths",
                    "iot_hue_lightoff",
                    "iot_hue_lighton",
                    "transport_query",
                    "music_likeness",
                    "email_query",
                    "play_music",
                    "audio_volume_mute",
                    "social_post",
                    "alarm_set",
                    "qa_factoid",
                    "calendar_set",
                    "play_game",
                    "alarm_remove",
                    "lists_remove",
                    "transport_taxi",
                    "recommendation_movies",
                    "iot_coffee",
                    "music_query",
                    "play_podcasts",
                    "lists_query"
                ],
                "text_type": "sentence",
                "type_of_class": "intent"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.classification.multi_class",
    "templates": "templates.classification.multi_class.all",
    "type": "task_card"
}

References: tasks.classification.multi_class, templates.classification.multi_class.all




fa_IR.json

Note

ID: cards.amazon_mass.fa_IR.json | Type: TaskCard

{
    "loader": {
        "name": "fa-IR",
        "path": "AmazonScience/massive",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mappers": {
                "intent": {
                    "0": "datetime_query",
                    "1": "iot_hue_lightchange",
                    "10": "qa_currency",
                    "11": "transport_traffic",
                    "12": "general_quirky",
                    "13": "weather_query",
                    "14": "audio_volume_up",
                    "15": "email_addcontact",
                    "16": "takeaway_order",
                    "17": "email_querycontact",
                    "18": "iot_hue_lightup",
                    "19": "recommendation_locations",
                    "2": "transport_ticket",
                    "20": "play_audiobook",
                    "21": "lists_createoradd",
                    "22": "news_query",
                    "23": "alarm_query",
                    "24": "iot_wemo_on",
                    "25": "general_joke",
                    "26": "qa_definition",
                    "27": "social_query",
                    "28": "music_settings",
                    "29": "audio_volume_other",
                    "3": "takeaway_query",
                    "30": "calendar_remove",
                    "31": "iot_hue_lightdim",
                    "32": "calendar_query",
                    "33": "email_sendemail",
                    "34": "iot_cleaning",
                    "35": "audio_volume_down",
                    "36": "play_radio",
                    "37": "cooking_query",
                    "38": "datetime_convert",
                    "39": "qa_maths",
                    "4": "qa_stock",
                    "40": "iot_hue_lightoff",
                    "41": "iot_hue_lighton",
                    "42": "transport_query",
                    "43": "music_likeness",
                    "44": "email_query",
                    "45": "play_music",
                    "46": "audio_volume_mute",
                    "47": "social_post",
                    "48": "alarm_set",
                    "49": "qa_factoid",
                    "5": "general_greet",
                    "50": "calendar_set",
                    "51": "play_game",
                    "52": "alarm_remove",
                    "53": "lists_remove",
                    "54": "transport_taxi",
                    "55": "recommendation_movies",
                    "56": "iot_coffee",
                    "57": "music_query",
                    "58": "play_podcasts",
                    "59": "lists_query",
                    "6": "recommendation_events",
                    "7": "music_dislikeness",
                    "8": "iot_wemo_off",
                    "9": "cooking_recipe"
                }
            },
            "type": "map_instance_values"
        },
        {
            "field_to_field": {
                "intent": "label",
                "utt": "text"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "classes": [
                    "datetime_query",
                    "iot_hue_lightchange",
                    "transport_ticket",
                    "takeaway_query",
                    "qa_stock",
                    "general_greet",
                    "recommendation_events",
                    "music_dislikeness",
                    "iot_wemo_off",
                    "cooking_recipe",
                    "qa_currency",
                    "transport_traffic",
                    "general_quirky",
                    "weather_query",
                    "audio_volume_up",
                    "email_addcontact",
                    "takeaway_order",
                    "email_querycontact",
                    "iot_hue_lightup",
                    "recommendation_locations",
                    "play_audiobook",
                    "lists_createoradd",
                    "news_query",
                    "alarm_query",
                    "iot_wemo_on",
                    "general_joke",
                    "qa_definition",
                    "social_query",
                    "music_settings",
                    "audio_volume_other",
                    "calendar_remove",
                    "iot_hue_lightdim",
                    "calendar_query",
                    "email_sendemail",
                    "iot_cleaning",
                    "audio_volume_down",
                    "play_radio",
                    "cooking_query",
                    "datetime_convert",
                    "qa_maths",
                    "iot_hue_lightoff",
                    "iot_hue_lighton",
                    "transport_query",
                    "music_likeness",
                    "email_query",
                    "play_music",
                    "audio_volume_mute",
                    "social_post",
                    "alarm_set",
                    "qa_factoid",
                    "calendar_set",
                    "play_game",
                    "alarm_remove",
                    "lists_remove",
                    "transport_taxi",
                    "recommendation_movies",
                    "iot_coffee",
                    "music_query",
                    "play_podcasts",
                    "lists_query"
                ],
                "text_type": "sentence",
                "type_of_class": "intent"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.classification.multi_class",
    "templates": "templates.classification.multi_class.all",
    "type": "task_card"
}

References: tasks.classification.multi_class, templates.classification.multi_class.all




es_ES.json

Note

ID: cards.amazon_mass.es_ES.json | Type: TaskCard

{
    "loader": {
        "name": "es-ES",
        "path": "AmazonScience/massive",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mappers": {
                "intent": {
                    "0": "datetime_query",
                    "1": "iot_hue_lightchange",
                    "10": "qa_currency",
                    "11": "transport_traffic",
                    "12": "general_quirky",
                    "13": "weather_query",
                    "14": "audio_volume_up",
                    "15": "email_addcontact",
                    "16": "takeaway_order",
                    "17": "email_querycontact",
                    "18": "iot_hue_lightup",
                    "19": "recommendation_locations",
                    "2": "transport_ticket",
                    "20": "play_audiobook",
                    "21": "lists_createoradd",
                    "22": "news_query",
                    "23": "alarm_query",
                    "24": "iot_wemo_on",
                    "25": "general_joke",
                    "26": "qa_definition",
                    "27": "social_query",
                    "28": "music_settings",
                    "29": "audio_volume_other",
                    "3": "takeaway_query",
                    "30": "calendar_remove",
                    "31": "iot_hue_lightdim",
                    "32": "calendar_query",
                    "33": "email_sendemail",
                    "34": "iot_cleaning",
                    "35": "audio_volume_down",
                    "36": "play_radio",
                    "37": "cooking_query",
                    "38": "datetime_convert",
                    "39": "qa_maths",
                    "4": "qa_stock",
                    "40": "iot_hue_lightoff",
                    "41": "iot_hue_lighton",
                    "42": "transport_query",
                    "43": "music_likeness",
                    "44": "email_query",
                    "45": "play_music",
                    "46": "audio_volume_mute",
                    "47": "social_post",
                    "48": "alarm_set",
                    "49": "qa_factoid",
                    "5": "general_greet",
                    "50": "calendar_set",
                    "51": "play_game",
                    "52": "alarm_remove",
                    "53": "lists_remove",
                    "54": "transport_taxi",
                    "55": "recommendation_movies",
                    "56": "iot_coffee",
                    "57": "music_query",
                    "58": "play_podcasts",
                    "59": "lists_query",
                    "6": "recommendation_events",
                    "7": "music_dislikeness",
                    "8": "iot_wemo_off",
                    "9": "cooking_recipe"
                }
            },
            "type": "map_instance_values"
        },
        {
            "field_to_field": {
                "intent": "label",
                "utt": "text"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "classes": [
                    "datetime_query",
                    "iot_hue_lightchange",
                    "transport_ticket",
                    "takeaway_query",
                    "qa_stock",
                    "general_greet",
                    "recommendation_events",
                    "music_dislikeness",
                    "iot_wemo_off",
                    "cooking_recipe",
                    "qa_currency",
                    "transport_traffic",
                    "general_quirky",
                    "weather_query",
                    "audio_volume_up",
                    "email_addcontact",
                    "takeaway_order",
                    "email_querycontact",
                    "iot_hue_lightup",
                    "recommendation_locations",
                    "play_audiobook",
                    "lists_createoradd",
                    "news_query",
                    "alarm_query",
                    "iot_wemo_on",
                    "general_joke",
                    "qa_definition",
                    "social_query",
                    "music_settings",
                    "audio_volume_other",
                    "calendar_remove",
                    "iot_hue_lightdim",
                    "calendar_query",
                    "email_sendemail",
                    "iot_cleaning",
                    "audio_volume_down",
                    "play_radio",
                    "cooking_query",
                    "datetime_convert",
                    "qa_maths",
                    "iot_hue_lightoff",
                    "iot_hue_lighton",
                    "transport_query",
                    "music_likeness",
                    "email_query",
                    "play_music",
                    "audio_volume_mute",
                    "social_post",
                    "alarm_set",
                    "qa_factoid",
                    "calendar_set",
                    "play_game",
                    "alarm_remove",
                    "lists_remove",
                    "transport_taxi",
                    "recommendation_movies",
                    "iot_coffee",
                    "music_query",
                    "play_podcasts",
                    "lists_query"
                ],
                "text_type": "sentence",
                "type_of_class": "intent"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.classification.multi_class",
    "templates": "templates.classification.multi_class.all",
    "type": "task_card"
}

References: tasks.classification.multi_class, templates.classification.multi_class.all




ru_RU.json

Note

ID: cards.amazon_mass.ru_RU.json | Type: TaskCard

{
    "loader": {
        "name": "ru-RU",
        "path": "AmazonScience/massive",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mappers": {
                "intent": {
                    "0": "datetime_query",
                    "1": "iot_hue_lightchange",
                    "10": "qa_currency",
                    "11": "transport_traffic",
                    "12": "general_quirky",
                    "13": "weather_query",
                    "14": "audio_volume_up",
                    "15": "email_addcontact",
                    "16": "takeaway_order",
                    "17": "email_querycontact",
                    "18": "iot_hue_lightup",
                    "19": "recommendation_locations",
                    "2": "transport_ticket",
                    "20": "play_audiobook",
                    "21": "lists_createoradd",
                    "22": "news_query",
                    "23": "alarm_query",
                    "24": "iot_wemo_on",
                    "25": "general_joke",
                    "26": "qa_definition",
                    "27": "social_query",
                    "28": "music_settings",
                    "29": "audio_volume_other",
                    "3": "takeaway_query",
                    "30": "calendar_remove",
                    "31": "iot_hue_lightdim",
                    "32": "calendar_query",
                    "33": "email_sendemail",
                    "34": "iot_cleaning",
                    "35": "audio_volume_down",
                    "36": "play_radio",
                    "37": "cooking_query",
                    "38": "datetime_convert",
                    "39": "qa_maths",
                    "4": "qa_stock",
                    "40": "iot_hue_lightoff",
                    "41": "iot_hue_lighton",
                    "42": "transport_query",
                    "43": "music_likeness",
                    "44": "email_query",
                    "45": "play_music",
                    "46": "audio_volume_mute",
                    "47": "social_post",
                    "48": "alarm_set",
                    "49": "qa_factoid",
                    "5": "general_greet",
                    "50": "calendar_set",
                    "51": "play_game",
                    "52": "alarm_remove",
                    "53": "lists_remove",
                    "54": "transport_taxi",
                    "55": "recommendation_movies",
                    "56": "iot_coffee",
                    "57": "music_query",
                    "58": "play_podcasts",
                    "59": "lists_query",
                    "6": "recommendation_events",
                    "7": "music_dislikeness",
                    "8": "iot_wemo_off",
                    "9": "cooking_recipe"
                }
            },
            "type": "map_instance_values"
        },
        {
            "field_to_field": {
                "intent": "label",
                "utt": "text"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "classes": [
                    "datetime_query",
                    "iot_hue_lightchange",
                    "transport_ticket",
                    "takeaway_query",
                    "qa_stock",
                    "general_greet",
                    "recommendation_events",
                    "music_dislikeness",
                    "iot_wemo_off",
                    "cooking_recipe",
                    "qa_currency",
                    "transport_traffic",
                    "general_quirky",
                    "weather_query",
                    "audio_volume_up",
                    "email_addcontact",
                    "takeaway_order",
                    "email_querycontact",
                    "iot_hue_lightup",
                    "recommendation_locations",
                    "play_audiobook",
                    "lists_createoradd",
                    "news_query",
                    "alarm_query",
                    "iot_wemo_on",
                    "general_joke",
                    "qa_definition",
                    "social_query",
                    "music_settings",
                    "audio_volume_other",
                    "calendar_remove",
                    "iot_hue_lightdim",
                    "calendar_query",
                    "email_sendemail",
                    "iot_cleaning",
                    "audio_volume_down",
                    "play_radio",
                    "cooking_query",
                    "datetime_convert",
                    "qa_maths",
                    "iot_hue_lightoff",
                    "iot_hue_lighton",
                    "transport_query",
                    "music_likeness",
                    "email_query",
                    "play_music",
                    "audio_volume_mute",
                    "social_post",
                    "alarm_set",
                    "qa_factoid",
                    "calendar_set",
                    "play_game",
                    "alarm_remove",
                    "lists_remove",
                    "transport_taxi",
                    "recommendation_movies",
                    "iot_coffee",
                    "music_query",
                    "play_podcasts",
                    "lists_query"
                ],
                "text_type": "sentence",
                "type_of_class": "intent"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.classification.multi_class",
    "templates": "templates.classification.multi_class.all",
    "type": "task_card"
}

References: tasks.classification.multi_class, templates.classification.multi_class.all




vi_VN.json

Note

ID: cards.amazon_mass.vi_VN.json | Type: TaskCard

{
    "loader": {
        "name": "vi-VN",
        "path": "AmazonScience/massive",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mappers": {
                "intent": {
                    "0": "datetime_query",
                    "1": "iot_hue_lightchange",
                    "10": "qa_currency",
                    "11": "transport_traffic",
                    "12": "general_quirky",
                    "13": "weather_query",
                    "14": "audio_volume_up",
                    "15": "email_addcontact",
                    "16": "takeaway_order",
                    "17": "email_querycontact",
                    "18": "iot_hue_lightup",
                    "19": "recommendation_locations",
                    "2": "transport_ticket",
                    "20": "play_audiobook",
                    "21": "lists_createoradd",
                    "22": "news_query",
                    "23": "alarm_query",
                    "24": "iot_wemo_on",
                    "25": "general_joke",
                    "26": "qa_definition",
                    "27": "social_query",
                    "28": "music_settings",
                    "29": "audio_volume_other",
                    "3": "takeaway_query",
                    "30": "calendar_remove",
                    "31": "iot_hue_lightdim",
                    "32": "calendar_query",
                    "33": "email_sendemail",
                    "34": "iot_cleaning",
                    "35": "audio_volume_down",
                    "36": "play_radio",
                    "37": "cooking_query",
                    "38": "datetime_convert",
                    "39": "qa_maths",
                    "4": "qa_stock",
                    "40": "iot_hue_lightoff",
                    "41": "iot_hue_lighton",
                    "42": "transport_query",
                    "43": "music_likeness",
                    "44": "email_query",
                    "45": "play_music",
                    "46": "audio_volume_mute",
                    "47": "social_post",
                    "48": "alarm_set",
                    "49": "qa_factoid",
                    "5": "general_greet",
                    "50": "calendar_set",
                    "51": "play_game",
                    "52": "alarm_remove",
                    "53": "lists_remove",
                    "54": "transport_taxi",
                    "55": "recommendation_movies",
                    "56": "iot_coffee",
                    "57": "music_query",
                    "58": "play_podcasts",
                    "59": "lists_query",
                    "6": "recommendation_events",
                    "7": "music_dislikeness",
                    "8": "iot_wemo_off",
                    "9": "cooking_recipe"
                }
            },
            "type": "map_instance_values"
        },
        {
            "field_to_field": {
                "intent": "label",
                "utt": "text"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "classes": [
                    "datetime_query",
                    "iot_hue_lightchange",
                    "transport_ticket",
                    "takeaway_query",
                    "qa_stock",
                    "general_greet",
                    "recommendation_events",
                    "music_dislikeness",
                    "iot_wemo_off",
                    "cooking_recipe",
                    "qa_currency",
                    "transport_traffic",
                    "general_quirky",
                    "weather_query",
                    "audio_volume_up",
                    "email_addcontact",
                    "takeaway_order",
                    "email_querycontact",
                    "iot_hue_lightup",
                    "recommendation_locations",
                    "play_audiobook",
                    "lists_createoradd",
                    "news_query",
                    "alarm_query",
                    "iot_wemo_on",
                    "general_joke",
                    "qa_definition",
                    "social_query",
                    "music_settings",
                    "audio_volume_other",
                    "calendar_remove",
                    "iot_hue_lightdim",
                    "calendar_query",
                    "email_sendemail",
                    "iot_cleaning",
                    "audio_volume_down",
                    "play_radio",
                    "cooking_query",
                    "datetime_convert",
                    "qa_maths",
                    "iot_hue_lightoff",
                    "iot_hue_lighton",
                    "transport_query",
                    "music_likeness",
                    "email_query",
                    "play_music",
                    "audio_volume_mute",
                    "social_post",
                    "alarm_set",
                    "qa_factoid",
                    "calendar_set",
                    "play_game",
                    "alarm_remove",
                    "lists_remove",
                    "transport_taxi",
                    "recommendation_movies",
                    "iot_coffee",
                    "music_query",
                    "play_podcasts",
                    "lists_query"
                ],
                "text_type": "sentence",
                "type_of_class": "intent"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.classification.multi_class",
    "templates": "templates.classification.multi_class.all",
    "type": "task_card"
}

References: tasks.classification.multi_class, templates.classification.multi_class.all




bn_BD.json

Note

ID: cards.amazon_mass.bn_BD.json | Type: TaskCard

{
    "loader": {
        "name": "bn-BD",
        "path": "AmazonScience/massive",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mappers": {
                "intent": {
                    "0": "datetime_query",
                    "1": "iot_hue_lightchange",
                    "10": "qa_currency",
                    "11": "transport_traffic",
                    "12": "general_quirky",
                    "13": "weather_query",
                    "14": "audio_volume_up",
                    "15": "email_addcontact",
                    "16": "takeaway_order",
                    "17": "email_querycontact",
                    "18": "iot_hue_lightup",
                    "19": "recommendation_locations",
                    "2": "transport_ticket",
                    "20": "play_audiobook",
                    "21": "lists_createoradd",
                    "22": "news_query",
                    "23": "alarm_query",
                    "24": "iot_wemo_on",
                    "25": "general_joke",
                    "26": "qa_definition",
                    "27": "social_query",
                    "28": "music_settings",
                    "29": "audio_volume_other",
                    "3": "takeaway_query",
                    "30": "calendar_remove",
                    "31": "iot_hue_lightdim",
                    "32": "calendar_query",
                    "33": "email_sendemail",
                    "34": "iot_cleaning",
                    "35": "audio_volume_down",
                    "36": "play_radio",
                    "37": "cooking_query",
                    "38": "datetime_convert",
                    "39": "qa_maths",
                    "4": "qa_stock",
                    "40": "iot_hue_lightoff",
                    "41": "iot_hue_lighton",
                    "42": "transport_query",
                    "43": "music_likeness",
                    "44": "email_query",
                    "45": "play_music",
                    "46": "audio_volume_mute",
                    "47": "social_post",
                    "48": "alarm_set",
                    "49": "qa_factoid",
                    "5": "general_greet",
                    "50": "calendar_set",
                    "51": "play_game",
                    "52": "alarm_remove",
                    "53": "lists_remove",
                    "54": "transport_taxi",
                    "55": "recommendation_movies",
                    "56": "iot_coffee",
                    "57": "music_query",
                    "58": "play_podcasts",
                    "59": "lists_query",
                    "6": "recommendation_events",
                    "7": "music_dislikeness",
                    "8": "iot_wemo_off",
                    "9": "cooking_recipe"
                }
            },
            "type": "map_instance_values"
        },
        {
            "field_to_field": {
                "intent": "label",
                "utt": "text"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "classes": [
                    "datetime_query",
                    "iot_hue_lightchange",
                    "transport_ticket",
                    "takeaway_query",
                    "qa_stock",
                    "general_greet",
                    "recommendation_events",
                    "music_dislikeness",
                    "iot_wemo_off",
                    "cooking_recipe",
                    "qa_currency",
                    "transport_traffic",
                    "general_quirky",
                    "weather_query",
                    "audio_volume_up",
                    "email_addcontact",
                    "takeaway_order",
                    "email_querycontact",
                    "iot_hue_lightup",
                    "recommendation_locations",
                    "play_audiobook",
                    "lists_createoradd",
                    "news_query",
                    "alarm_query",
                    "iot_wemo_on",
                    "general_joke",
                    "qa_definition",
                    "social_query",
                    "music_settings",
                    "audio_volume_other",
                    "calendar_remove",
                    "iot_hue_lightdim",
                    "calendar_query",
                    "email_sendemail",
                    "iot_cleaning",
                    "audio_volume_down",
                    "play_radio",
                    "cooking_query",
                    "datetime_convert",
                    "qa_maths",
                    "iot_hue_lightoff",
                    "iot_hue_lighton",
                    "transport_query",
                    "music_likeness",
                    "email_query",
                    "play_music",
                    "audio_volume_mute",
                    "social_post",
                    "alarm_set",
                    "qa_factoid",
                    "calendar_set",
                    "play_game",
                    "alarm_remove",
                    "lists_remove",
                    "transport_taxi",
                    "recommendation_movies",
                    "iot_coffee",
                    "music_query",
                    "play_podcasts",
                    "lists_query"
                ],
                "text_type": "sentence",
                "type_of_class": "intent"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.classification.multi_class",
    "templates": "templates.classification.multi_class.all",
    "type": "task_card"
}

References: tasks.classification.multi_class, templates.classification.multi_class.all




el_GR.json

Note

ID: cards.amazon_mass.el_GR.json | Type: TaskCard

{
    "loader": {
        "name": "el-GR",
        "path": "AmazonScience/massive",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mappers": {
                "intent": {
                    "0": "datetime_query",
                    "1": "iot_hue_lightchange",
                    "10": "qa_currency",
                    "11": "transport_traffic",
                    "12": "general_quirky",
                    "13": "weather_query",
                    "14": "audio_volume_up",
                    "15": "email_addcontact",
                    "16": "takeaway_order",
                    "17": "email_querycontact",
                    "18": "iot_hue_lightup",
                    "19": "recommendation_locations",
                    "2": "transport_ticket",
                    "20": "play_audiobook",
                    "21": "lists_createoradd",
                    "22": "news_query",
                    "23": "alarm_query",
                    "24": "iot_wemo_on",
                    "25": "general_joke",
                    "26": "qa_definition",
                    "27": "social_query",
                    "28": "music_settings",
                    "29": "audio_volume_other",
                    "3": "takeaway_query",
                    "30": "calendar_remove",
                    "31": "iot_hue_lightdim",
                    "32": "calendar_query",
                    "33": "email_sendemail",
                    "34": "iot_cleaning",
                    "35": "audio_volume_down",
                    "36": "play_radio",
                    "37": "cooking_query",
                    "38": "datetime_convert",
                    "39": "qa_maths",
                    "4": "qa_stock",
                    "40": "iot_hue_lightoff",
                    "41": "iot_hue_lighton",
                    "42": "transport_query",
                    "43": "music_likeness",
                    "44": "email_query",
                    "45": "play_music",
                    "46": "audio_volume_mute",
                    "47": "social_post",
                    "48": "alarm_set",
                    "49": "qa_factoid",
                    "5": "general_greet",
                    "50": "calendar_set",
                    "51": "play_game",
                    "52": "alarm_remove",
                    "53": "lists_remove",
                    "54": "transport_taxi",
                    "55": "recommendation_movies",
                    "56": "iot_coffee",
                    "57": "music_query",
                    "58": "play_podcasts",
                    "59": "lists_query",
                    "6": "recommendation_events",
                    "7": "music_dislikeness",
                    "8": "iot_wemo_off",
                    "9": "cooking_recipe"
                }
            },
            "type": "map_instance_values"
        },
        {
            "field_to_field": {
                "intent": "label",
                "utt": "text"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "classes": [
                    "datetime_query",
                    "iot_hue_lightchange",
                    "transport_ticket",
                    "takeaway_query",
                    "qa_stock",
                    "general_greet",
                    "recommendation_events",
                    "music_dislikeness",
                    "iot_wemo_off",
                    "cooking_recipe",
                    "qa_currency",
                    "transport_traffic",
                    "general_quirky",
                    "weather_query",
                    "audio_volume_up",
                    "email_addcontact",
                    "takeaway_order",
                    "email_querycontact",
                    "iot_hue_lightup",
                    "recommendation_locations",
                    "play_audiobook",
                    "lists_createoradd",
                    "news_query",
                    "alarm_query",
                    "iot_wemo_on",
                    "general_joke",
                    "qa_definition",
                    "social_query",
                    "music_settings",
                    "audio_volume_other",
                    "calendar_remove",
                    "iot_hue_lightdim",
                    "calendar_query",
                    "email_sendemail",
                    "iot_cleaning",
                    "audio_volume_down",
                    "play_radio",
                    "cooking_query",
                    "datetime_convert",
                    "qa_maths",
                    "iot_hue_lightoff",
                    "iot_hue_lighton",
                    "transport_query",
                    "music_likeness",
                    "email_query",
                    "play_music",
                    "audio_volume_mute",
                    "social_post",
                    "alarm_set",
                    "qa_factoid",
                    "calendar_set",
                    "play_game",
                    "alarm_remove",
                    "lists_remove",
                    "transport_taxi",
                    "recommendation_movies",
                    "iot_coffee",
                    "music_query",
                    "play_podcasts",
                    "lists_query"
                ],
                "text_type": "sentence",
                "type_of_class": "intent"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.classification.multi_class",
    "templates": "templates.classification.multi_class.all",
    "type": "task_card"
}

References: tasks.classification.multi_class, templates.classification.multi_class.all




en_US.json

Note

ID: cards.amazon_mass.en_US.json | Type: TaskCard

{
    "loader": {
        "name": "en-US",
        "path": "AmazonScience/massive",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mappers": {
                "intent": {
                    "0": "datetime_query",
                    "1": "iot_hue_lightchange",
                    "10": "qa_currency",
                    "11": "transport_traffic",
                    "12": "general_quirky",
                    "13": "weather_query",
                    "14": "audio_volume_up",
                    "15": "email_addcontact",
                    "16": "takeaway_order",
                    "17": "email_querycontact",
                    "18": "iot_hue_lightup",
                    "19": "recommendation_locations",
                    "2": "transport_ticket",
                    "20": "play_audiobook",
                    "21": "lists_createoradd",
                    "22": "news_query",
                    "23": "alarm_query",
                    "24": "iot_wemo_on",
                    "25": "general_joke",
                    "26": "qa_definition",
                    "27": "social_query",
                    "28": "music_settings",
                    "29": "audio_volume_other",
                    "3": "takeaway_query",
                    "30": "calendar_remove",
                    "31": "iot_hue_lightdim",
                    "32": "calendar_query",
                    "33": "email_sendemail",
                    "34": "iot_cleaning",
                    "35": "audio_volume_down",
                    "36": "play_radio",
                    "37": "cooking_query",
                    "38": "datetime_convert",
                    "39": "qa_maths",
                    "4": "qa_stock",
                    "40": "iot_hue_lightoff",
                    "41": "iot_hue_lighton",
                    "42": "transport_query",
                    "43": "music_likeness",
                    "44": "email_query",
                    "45": "play_music",
                    "46": "audio_volume_mute",
                    "47": "social_post",
                    "48": "alarm_set",
                    "49": "qa_factoid",
                    "5": "general_greet",
                    "50": "calendar_set",
                    "51": "play_game",
                    "52": "alarm_remove",
                    "53": "lists_remove",
                    "54": "transport_taxi",
                    "55": "recommendation_movies",
                    "56": "iot_coffee",
                    "57": "music_query",
                    "58": "play_podcasts",
                    "59": "lists_query",
                    "6": "recommendation_events",
                    "7": "music_dislikeness",
                    "8": "iot_wemo_off",
                    "9": "cooking_recipe"
                }
            },
            "type": "map_instance_values"
        },
        {
            "field_to_field": {
                "intent": "label",
                "utt": "text"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "classes": [
                    "datetime_query",
                    "iot_hue_lightchange",
                    "transport_ticket",
                    "takeaway_query",
                    "qa_stock",
                    "general_greet",
                    "recommendation_events",
                    "music_dislikeness",
                    "iot_wemo_off",
                    "cooking_recipe",
                    "qa_currency",
                    "transport_traffic",
                    "general_quirky",
                    "weather_query",
                    "audio_volume_up",
                    "email_addcontact",
                    "takeaway_order",
                    "email_querycontact",
                    "iot_hue_lightup",
                    "recommendation_locations",
                    "play_audiobook",
                    "lists_createoradd",
                    "news_query",
                    "alarm_query",
                    "iot_wemo_on",
                    "general_joke",
                    "qa_definition",
                    "social_query",
                    "music_settings",
                    "audio_volume_other",
                    "calendar_remove",
                    "iot_hue_lightdim",
                    "calendar_query",
                    "email_sendemail",
                    "iot_cleaning",
                    "audio_volume_down",
                    "play_radio",
                    "cooking_query",
                    "datetime_convert",
                    "qa_maths",
                    "iot_hue_lightoff",
                    "iot_hue_lighton",
                    "transport_query",
                    "music_likeness",
                    "email_query",
                    "play_music",
                    "audio_volume_mute",
                    "social_post",
                    "alarm_set",
                    "qa_factoid",
                    "calendar_set",
                    "play_game",
                    "alarm_remove",
                    "lists_remove",
                    "transport_taxi",
                    "recommendation_movies",
                    "iot_coffee",
                    "music_query",
                    "play_podcasts",
                    "lists_query"
                ],
                "text_type": "sentence",
                "type_of_class": "intent"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.classification.multi_class",
    "templates": "templates.classification.multi_class.all",
    "type": "task_card"
}

References: tasks.classification.multi_class, templates.classification.multi_class.all




kn_IN.json

Note

ID: cards.amazon_mass.kn_IN.json | Type: TaskCard

{
    "loader": {
        "name": "kn-IN",
        "path": "AmazonScience/massive",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mappers": {
                "intent": {
                    "0": "datetime_query",
                    "1": "iot_hue_lightchange",
                    "10": "qa_currency",
                    "11": "transport_traffic",
                    "12": "general_quirky",
                    "13": "weather_query",
                    "14": "audio_volume_up",
                    "15": "email_addcontact",
                    "16": "takeaway_order",
                    "17": "email_querycontact",
                    "18": "iot_hue_lightup",
                    "19": "recommendation_locations",
                    "2": "transport_ticket",
                    "20": "play_audiobook",
                    "21": "lists_createoradd",
                    "22": "news_query",
                    "23": "alarm_query",
                    "24": "iot_wemo_on",
                    "25": "general_joke",
                    "26": "qa_definition",
                    "27": "social_query",
                    "28": "music_settings",
                    "29": "audio_volume_other",
                    "3": "takeaway_query",
                    "30": "calendar_remove",
                    "31": "iot_hue_lightdim",
                    "32": "calendar_query",
                    "33": "email_sendemail",
                    "34": "iot_cleaning",
                    "35": "audio_volume_down",
                    "36": "play_radio",
                    "37": "cooking_query",
                    "38": "datetime_convert",
                    "39": "qa_maths",
                    "4": "qa_stock",
                    "40": "iot_hue_lightoff",
                    "41": "iot_hue_lighton",
                    "42": "transport_query",
                    "43": "music_likeness",
                    "44": "email_query",
                    "45": "play_music",
                    "46": "audio_volume_mute",
                    "47": "social_post",
                    "48": "alarm_set",
                    "49": "qa_factoid",
                    "5": "general_greet",
                    "50": "calendar_set",
                    "51": "play_game",
                    "52": "alarm_remove",
                    "53": "lists_remove",
                    "54": "transport_taxi",
                    "55": "recommendation_movies",
                    "56": "iot_coffee",
                    "57": "music_query",
                    "58": "play_podcasts",
                    "59": "lists_query",
                    "6": "recommendation_events",
                    "7": "music_dislikeness",
                    "8": "iot_wemo_off",
                    "9": "cooking_recipe"
                }
            },
            "type": "map_instance_values"
        },
        {
            "field_to_field": {
                "intent": "label",
                "utt": "text"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "classes": [
                    "datetime_query",
                    "iot_hue_lightchange",
                    "transport_ticket",
                    "takeaway_query",
                    "qa_stock",
                    "general_greet",
                    "recommendation_events",
                    "music_dislikeness",
                    "iot_wemo_off",
                    "cooking_recipe",
                    "qa_currency",
                    "transport_traffic",
                    "general_quirky",
                    "weather_query",
                    "audio_volume_up",
                    "email_addcontact",
                    "takeaway_order",
                    "email_querycontact",
                    "iot_hue_lightup",
                    "recommendation_locations",
                    "play_audiobook",
                    "lists_createoradd",
                    "news_query",
                    "alarm_query",
                    "iot_wemo_on",
                    "general_joke",
                    "qa_definition",
                    "social_query",
                    "music_settings",
                    "audio_volume_other",
                    "calendar_remove",
                    "iot_hue_lightdim",
                    "calendar_query",
                    "email_sendemail",
                    "iot_cleaning",
                    "audio_volume_down",
                    "play_radio",
                    "cooking_query",
                    "datetime_convert",
                    "qa_maths",
                    "iot_hue_lightoff",
                    "iot_hue_lighton",
                    "transport_query",
                    "music_likeness",
                    "email_query",
                    "play_music",
                    "audio_volume_mute",
                    "social_post",
                    "alarm_set",
                    "qa_factoid",
                    "calendar_set",
                    "play_game",
                    "alarm_remove",
                    "lists_remove",
                    "transport_taxi",
                    "recommendation_movies",
                    "iot_coffee",
                    "music_query",
                    "play_podcasts",
                    "lists_query"
                ],
                "text_type": "sentence",
                "type_of_class": "intent"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.classification.multi_class",
    "templates": "templates.classification.multi_class.all",
    "type": "task_card"
}

References: tasks.classification.multi_class, templates.classification.multi_class.all




sq_AL.json

Note

ID: cards.amazon_mass.sq_AL.json | Type: TaskCard

{
    "loader": {
        "name": "sq-AL",
        "path": "AmazonScience/massive",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mappers": {
                "intent": {
                    "0": "datetime_query",
                    "1": "iot_hue_lightchange",
                    "10": "qa_currency",
                    "11": "transport_traffic",
                    "12": "general_quirky",
                    "13": "weather_query",
                    "14": "audio_volume_up",
                    "15": "email_addcontact",
                    "16": "takeaway_order",
                    "17": "email_querycontact",
                    "18": "iot_hue_lightup",
                    "19": "recommendation_locations",
                    "2": "transport_ticket",
                    "20": "play_audiobook",
                    "21": "lists_createoradd",
                    "22": "news_query",
                    "23": "alarm_query",
                    "24": "iot_wemo_on",
                    "25": "general_joke",
                    "26": "qa_definition",
                    "27": "social_query",
                    "28": "music_settings",
                    "29": "audio_volume_other",
                    "3": "takeaway_query",
                    "30": "calendar_remove",
                    "31": "iot_hue_lightdim",
                    "32": "calendar_query",
                    "33": "email_sendemail",
                    "34": "iot_cleaning",
                    "35": "audio_volume_down",
                    "36": "play_radio",
                    "37": "cooking_query",
                    "38": "datetime_convert",
                    "39": "qa_maths",
                    "4": "qa_stock",
                    "40": "iot_hue_lightoff",
                    "41": "iot_hue_lighton",
                    "42": "transport_query",
                    "43": "music_likeness",
                    "44": "email_query",
                    "45": "play_music",
                    "46": "audio_volume_mute",
                    "47": "social_post",
                    "48": "alarm_set",
                    "49": "qa_factoid",
                    "5": "general_greet",
                    "50": "calendar_set",
                    "51": "play_game",
                    "52": "alarm_remove",
                    "53": "lists_remove",
                    "54": "transport_taxi",
                    "55": "recommendation_movies",
                    "56": "iot_coffee",
                    "57": "music_query",
                    "58": "play_podcasts",
                    "59": "lists_query",
                    "6": "recommendation_events",
                    "7": "music_dislikeness",
                    "8": "iot_wemo_off",
                    "9": "cooking_recipe"
                }
            },
            "type": "map_instance_values"
        },
        {
            "field_to_field": {
                "intent": "label",
                "utt": "text"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "classes": [
                    "datetime_query",
                    "iot_hue_lightchange",
                    "transport_ticket",
                    "takeaway_query",
                    "qa_stock",
                    "general_greet",
                    "recommendation_events",
                    "music_dislikeness",
                    "iot_wemo_off",
                    "cooking_recipe",
                    "qa_currency",
                    "transport_traffic",
                    "general_quirky",
                    "weather_query",
                    "audio_volume_up",
                    "email_addcontact",
                    "takeaway_order",
                    "email_querycontact",
                    "iot_hue_lightup",
                    "recommendation_locations",
                    "play_audiobook",
                    "lists_createoradd",
                    "news_query",
                    "alarm_query",
                    "iot_wemo_on",
                    "general_joke",
                    "qa_definition",
                    "social_query",
                    "music_settings",
                    "audio_volume_other",
                    "calendar_remove",
                    "iot_hue_lightdim",
                    "calendar_query",
                    "email_sendemail",
                    "iot_cleaning",
                    "audio_volume_down",
                    "play_radio",
                    "cooking_query",
                    "datetime_convert",
                    "qa_maths",
                    "iot_hue_lightoff",
                    "iot_hue_lighton",
                    "transport_query",
                    "music_likeness",
                    "email_query",
                    "play_music",
                    "audio_volume_mute",
                    "social_post",
                    "alarm_set",
                    "qa_factoid",
                    "calendar_set",
                    "play_game",
                    "alarm_remove",
                    "lists_remove",
                    "transport_taxi",
                    "recommendation_movies",
                    "iot_coffee",
                    "music_query",
                    "play_podcasts",
                    "lists_query"
                ],
                "text_type": "sentence",
                "type_of_class": "intent"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.classification.multi_class",
    "templates": "templates.classification.multi_class.all",
    "type": "task_card"
}

References: tasks.classification.multi_class, templates.classification.multi_class.all




ta_IN.json

Note

ID: cards.amazon_mass.ta_IN.json | Type: TaskCard

{
    "loader": {
        "name": "ta-IN",
        "path": "AmazonScience/massive",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mappers": {
                "intent": {
                    "0": "datetime_query",
                    "1": "iot_hue_lightchange",
                    "10": "qa_currency",
                    "11": "transport_traffic",
                    "12": "general_quirky",
                    "13": "weather_query",
                    "14": "audio_volume_up",
                    "15": "email_addcontact",
                    "16": "takeaway_order",
                    "17": "email_querycontact",
                    "18": "iot_hue_lightup",
                    "19": "recommendation_locations",
                    "2": "transport_ticket",
                    "20": "play_audiobook",
                    "21": "lists_createoradd",
                    "22": "news_query",
                    "23": "alarm_query",
                    "24": "iot_wemo_on",
                    "25": "general_joke",
                    "26": "qa_definition",
                    "27": "social_query",
                    "28": "music_settings",
                    "29": "audio_volume_other",
                    "3": "takeaway_query",
                    "30": "calendar_remove",
                    "31": "iot_hue_lightdim",
                    "32": "calendar_query",
                    "33": "email_sendemail",
                    "34": "iot_cleaning",
                    "35": "audio_volume_down",
                    "36": "play_radio",
                    "37": "cooking_query",
                    "38": "datetime_convert",
                    "39": "qa_maths",
                    "4": "qa_stock",
                    "40": "iot_hue_lightoff",
                    "41": "iot_hue_lighton",
                    "42": "transport_query",
                    "43": "music_likeness",
                    "44": "email_query",
                    "45": "play_music",
                    "46": "audio_volume_mute",
                    "47": "social_post",
                    "48": "alarm_set",
                    "49": "qa_factoid",
                    "5": "general_greet",
                    "50": "calendar_set",
                    "51": "play_game",
                    "52": "alarm_remove",
                    "53": "lists_remove",
                    "54": "transport_taxi",
                    "55": "recommendation_movies",
                    "56": "iot_coffee",
                    "57": "music_query",
                    "58": "play_podcasts",
                    "59": "lists_query",
                    "6": "recommendation_events",
                    "7": "music_dislikeness",
                    "8": "iot_wemo_off",
                    "9": "cooking_recipe"
                }
            },
            "type": "map_instance_values"
        },
        {
            "field_to_field": {
                "intent": "label",
                "utt": "text"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "classes": [
                    "datetime_query",
                    "iot_hue_lightchange",
                    "transport_ticket",
                    "takeaway_query",
                    "qa_stock",
                    "general_greet",
                    "recommendation_events",
                    "music_dislikeness",
                    "iot_wemo_off",
                    "cooking_recipe",
                    "qa_currency",
                    "transport_traffic",
                    "general_quirky",
                    "weather_query",
                    "audio_volume_up",
                    "email_addcontact",
                    "takeaway_order",
                    "email_querycontact",
                    "iot_hue_lightup",
                    "recommendation_locations",
                    "play_audiobook",
                    "lists_createoradd",
                    "news_query",
                    "alarm_query",
                    "iot_wemo_on",
                    "general_joke",
                    "qa_definition",
                    "social_query",
                    "music_settings",
                    "audio_volume_other",
                    "calendar_remove",
                    "iot_hue_lightdim",
                    "calendar_query",
                    "email_sendemail",
                    "iot_cleaning",
                    "audio_volume_down",
                    "play_radio",
                    "cooking_query",
                    "datetime_convert",
                    "qa_maths",
                    "iot_hue_lightoff",
                    "iot_hue_lighton",
                    "transport_query",
                    "music_likeness",
                    "email_query",
                    "play_music",
                    "audio_volume_mute",
                    "social_post",
                    "alarm_set",
                    "qa_factoid",
                    "calendar_set",
                    "play_game",
                    "alarm_remove",
                    "lists_remove",
                    "transport_taxi",
                    "recommendation_movies",
                    "iot_coffee",
                    "music_query",
                    "play_podcasts",
                    "lists_query"
                ],
                "text_type": "sentence",
                "type_of_class": "intent"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.classification.multi_class",
    "templates": "templates.classification.multi_class.all",
    "type": "task_card"
}

References: tasks.classification.multi_class, templates.classification.multi_class.all




it_IT.json

Note

ID: cards.amazon_mass.it_IT.json | Type: TaskCard

{
    "loader": {
        "name": "it-IT",
        "path": "AmazonScience/massive",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mappers": {
                "intent": {
                    "0": "datetime_query",
                    "1": "iot_hue_lightchange",
                    "10": "qa_currency",
                    "11": "transport_traffic",
                    "12": "general_quirky",
                    "13": "weather_query",
                    "14": "audio_volume_up",
                    "15": "email_addcontact",
                    "16": "takeaway_order",
                    "17": "email_querycontact",
                    "18": "iot_hue_lightup",
                    "19": "recommendation_locations",
                    "2": "transport_ticket",
                    "20": "play_audiobook",
                    "21": "lists_createoradd",
                    "22": "news_query",
                    "23": "alarm_query",
                    "24": "iot_wemo_on",
                    "25": "general_joke",
                    "26": "qa_definition",
                    "27": "social_query",
                    "28": "music_settings",
                    "29": "audio_volume_other",
                    "3": "takeaway_query",
                    "30": "calendar_remove",
                    "31": "iot_hue_lightdim",
                    "32": "calendar_query",
                    "33": "email_sendemail",
                    "34": "iot_cleaning",
                    "35": "audio_volume_down",
                    "36": "play_radio",
                    "37": "cooking_query",
                    "38": "datetime_convert",
                    "39": "qa_maths",
                    "4": "qa_stock",
                    "40": "iot_hue_lightoff",
                    "41": "iot_hue_lighton",
                    "42": "transport_query",
                    "43": "music_likeness",
                    "44": "email_query",
                    "45": "play_music",
                    "46": "audio_volume_mute",
                    "47": "social_post",
                    "48": "alarm_set",
                    "49": "qa_factoid",
                    "5": "general_greet",
                    "50": "calendar_set",
                    "51": "play_game",
                    "52": "alarm_remove",
                    "53": "lists_remove",
                    "54": "transport_taxi",
                    "55": "recommendation_movies",
                    "56": "iot_coffee",
                    "57": "music_query",
                    "58": "play_podcasts",
                    "59": "lists_query",
                    "6": "recommendation_events",
                    "7": "music_dislikeness",
                    "8": "iot_wemo_off",
                    "9": "cooking_recipe"
                }
            },
            "type": "map_instance_values"
        },
        {
            "field_to_field": {
                "intent": "label",
                "utt": "text"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "classes": [
                    "datetime_query",
                    "iot_hue_lightchange",
                    "transport_ticket",
                    "takeaway_query",
                    "qa_stock",
                    "general_greet",
                    "recommendation_events",
                    "music_dislikeness",
                    "iot_wemo_off",
                    "cooking_recipe",
                    "qa_currency",
                    "transport_traffic",
                    "general_quirky",
                    "weather_query",
                    "audio_volume_up",
                    "email_addcontact",
                    "takeaway_order",
                    "email_querycontact",
                    "iot_hue_lightup",
                    "recommendation_locations",
                    "play_audiobook",
                    "lists_createoradd",
                    "news_query",
                    "alarm_query",
                    "iot_wemo_on",
                    "general_joke",
                    "qa_definition",
                    "social_query",
                    "music_settings",
                    "audio_volume_other",
                    "calendar_remove",
                    "iot_hue_lightdim",
                    "calendar_query",
                    "email_sendemail",
                    "iot_cleaning",
                    "audio_volume_down",
                    "play_radio",
                    "cooking_query",
                    "datetime_convert",
                    "qa_maths",
                    "iot_hue_lightoff",
                    "iot_hue_lighton",
                    "transport_query",
                    "music_likeness",
                    "email_query",
                    "play_music",
                    "audio_volume_mute",
                    "social_post",
                    "alarm_set",
                    "qa_factoid",
                    "calendar_set",
                    "play_game",
                    "alarm_remove",
                    "lists_remove",
                    "transport_taxi",
                    "recommendation_movies",
                    "iot_coffee",
                    "music_query",
                    "play_podcasts",
                    "lists_query"
                ],
                "text_type": "sentence",
                "type_of_class": "intent"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.classification.multi_class",
    "templates": "templates.classification.multi_class.all",
    "type": "task_card"
}

References: tasks.classification.multi_class, templates.classification.multi_class.all




nb_NO.json

Note

ID: cards.amazon_mass.nb_NO.json | Type: TaskCard

{
    "loader": {
        "name": "nb-NO",
        "path": "AmazonScience/massive",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mappers": {
                "intent": {
                    "0": "datetime_query",
                    "1": "iot_hue_lightchange",
                    "10": "qa_currency",
                    "11": "transport_traffic",
                    "12": "general_quirky",
                    "13": "weather_query",
                    "14": "audio_volume_up",
                    "15": "email_addcontact",
                    "16": "takeaway_order",
                    "17": "email_querycontact",
                    "18": "iot_hue_lightup",
                    "19": "recommendation_locations",
                    "2": "transport_ticket",
                    "20": "play_audiobook",
                    "21": "lists_createoradd",
                    "22": "news_query",
                    "23": "alarm_query",
                    "24": "iot_wemo_on",
                    "25": "general_joke",
                    "26": "qa_definition",
                    "27": "social_query",
                    "28": "music_settings",
                    "29": "audio_volume_other",
                    "3": "takeaway_query",
                    "30": "calendar_remove",
                    "31": "iot_hue_lightdim",
                    "32": "calendar_query",
                    "33": "email_sendemail",
                    "34": "iot_cleaning",
                    "35": "audio_volume_down",
                    "36": "play_radio",
                    "37": "cooking_query",
                    "38": "datetime_convert",
                    "39": "qa_maths",
                    "4": "qa_stock",
                    "40": "iot_hue_lightoff",
                    "41": "iot_hue_lighton",
                    "42": "transport_query",
                    "43": "music_likeness",
                    "44": "email_query",
                    "45": "play_music",
                    "46": "audio_volume_mute",
                    "47": "social_post",
                    "48": "alarm_set",
                    "49": "qa_factoid",
                    "5": "general_greet",
                    "50": "calendar_set",
                    "51": "play_game",
                    "52": "alarm_remove",
                    "53": "lists_remove",
                    "54": "transport_taxi",
                    "55": "recommendation_movies",
                    "56": "iot_coffee",
                    "57": "music_query",
                    "58": "play_podcasts",
                    "59": "lists_query",
                    "6": "recommendation_events",
                    "7": "music_dislikeness",
                    "8": "iot_wemo_off",
                    "9": "cooking_recipe"
                }
            },
            "type": "map_instance_values"
        },
        {
            "field_to_field": {
                "intent": "label",
                "utt": "text"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "classes": [
                    "datetime_query",
                    "iot_hue_lightchange",
                    "transport_ticket",
                    "takeaway_query",
                    "qa_stock",
                    "general_greet",
                    "recommendation_events",
                    "music_dislikeness",
                    "iot_wemo_off",
                    "cooking_recipe",
                    "qa_currency",
                    "transport_traffic",
                    "general_quirky",
                    "weather_query",
                    "audio_volume_up",
                    "email_addcontact",
                    "takeaway_order",
                    "email_querycontact",
                    "iot_hue_lightup",
                    "recommendation_locations",
                    "play_audiobook",
                    "lists_createoradd",
                    "news_query",
                    "alarm_query",
                    "iot_wemo_on",
                    "general_joke",
                    "qa_definition",
                    "social_query",
                    "music_settings",
                    "audio_volume_other",
                    "calendar_remove",
                    "iot_hue_lightdim",
                    "calendar_query",
                    "email_sendemail",
                    "iot_cleaning",
                    "audio_volume_down",
                    "play_radio",
                    "cooking_query",
                    "datetime_convert",
                    "qa_maths",
                    "iot_hue_lightoff",
                    "iot_hue_lighton",
                    "transport_query",
                    "music_likeness",
                    "email_query",
                    "play_music",
                    "audio_volume_mute",
                    "social_post",
                    "alarm_set",
                    "qa_factoid",
                    "calendar_set",
                    "play_game",
                    "alarm_remove",
                    "lists_remove",
                    "transport_taxi",
                    "recommendation_movies",
                    "iot_coffee",
                    "music_query",
                    "play_podcasts",
                    "lists_query"
                ],
                "text_type": "sentence",
                "type_of_class": "intent"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.classification.multi_class",
    "templates": "templates.classification.multi_class.all",
    "type": "task_card"
}

References: tasks.classification.multi_class, templates.classification.multi_class.all




ko_KR.json

Note

ID: cards.amazon_mass.ko_KR.json | Type: TaskCard

{
    "loader": {
        "name": "ko-KR",
        "path": "AmazonScience/massive",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mappers": {
                "intent": {
                    "0": "datetime_query",
                    "1": "iot_hue_lightchange",
                    "10": "qa_currency",
                    "11": "transport_traffic",
                    "12": "general_quirky",
                    "13": "weather_query",
                    "14": "audio_volume_up",
                    "15": "email_addcontact",
                    "16": "takeaway_order",
                    "17": "email_querycontact",
                    "18": "iot_hue_lightup",
                    "19": "recommendation_locations",
                    "2": "transport_ticket",
                    "20": "play_audiobook",
                    "21": "lists_createoradd",
                    "22": "news_query",
                    "23": "alarm_query",
                    "24": "iot_wemo_on",
                    "25": "general_joke",
                    "26": "qa_definition",
                    "27": "social_query",
                    "28": "music_settings",
                    "29": "audio_volume_other",
                    "3": "takeaway_query",
                    "30": "calendar_remove",
                    "31": "iot_hue_lightdim",
                    "32": "calendar_query",
                    "33": "email_sendemail",
                    "34": "iot_cleaning",
                    "35": "audio_volume_down",
                    "36": "play_radio",
                    "37": "cooking_query",
                    "38": "datetime_convert",
                    "39": "qa_maths",
                    "4": "qa_stock",
                    "40": "iot_hue_lightoff",
                    "41": "iot_hue_lighton",
                    "42": "transport_query",
                    "43": "music_likeness",
                    "44": "email_query",
                    "45": "play_music",
                    "46": "audio_volume_mute",
                    "47": "social_post",
                    "48": "alarm_set",
                    "49": "qa_factoid",
                    "5": "general_greet",
                    "50": "calendar_set",
                    "51": "play_game",
                    "52": "alarm_remove",
                    "53": "lists_remove",
                    "54": "transport_taxi",
                    "55": "recommendation_movies",
                    "56": "iot_coffee",
                    "57": "music_query",
                    "58": "play_podcasts",
                    "59": "lists_query",
                    "6": "recommendation_events",
                    "7": "music_dislikeness",
                    "8": "iot_wemo_off",
                    "9": "cooking_recipe"
                }
            },
            "type": "map_instance_values"
        },
        {
            "field_to_field": {
                "intent": "label",
                "utt": "text"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "classes": [
                    "datetime_query",
                    "iot_hue_lightchange",
                    "transport_ticket",
                    "takeaway_query",
                    "qa_stock",
                    "general_greet",
                    "recommendation_events",
                    "music_dislikeness",
                    "iot_wemo_off",
                    "cooking_recipe",
                    "qa_currency",
                    "transport_traffic",
                    "general_quirky",
                    "weather_query",
                    "audio_volume_up",
                    "email_addcontact",
                    "takeaway_order",
                    "email_querycontact",
                    "iot_hue_lightup",
                    "recommendation_locations",
                    "play_audiobook",
                    "lists_createoradd",
                    "news_query",
                    "alarm_query",
                    "iot_wemo_on",
                    "general_joke",
                    "qa_definition",
                    "social_query",
                    "music_settings",
                    "audio_volume_other",
                    "calendar_remove",
                    "iot_hue_lightdim",
                    "calendar_query",
                    "email_sendemail",
                    "iot_cleaning",
                    "audio_volume_down",
                    "play_radio",
                    "cooking_query",
                    "datetime_convert",
                    "qa_maths",
                    "iot_hue_lightoff",
                    "iot_hue_lighton",
                    "transport_query",
                    "music_likeness",
                    "email_query",
                    "play_music",
                    "audio_volume_mute",
                    "social_post",
                    "alarm_set",
                    "qa_factoid",
                    "calendar_set",
                    "play_game",
                    "alarm_remove",
                    "lists_remove",
                    "transport_taxi",
                    "recommendation_movies",
                    "iot_coffee",
                    "music_query",
                    "play_podcasts",
                    "lists_query"
                ],
                "text_type": "sentence",
                "type_of_class": "intent"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.classification.multi_class",
    "templates": "templates.classification.multi_class.all",
    "type": "task_card"
}

References: tasks.classification.multi_class, templates.classification.multi_class.all




pl_PL.json

Note

ID: cards.amazon_mass.pl_PL.json | Type: TaskCard

{
    "loader": {
        "name": "pl-PL",
        "path": "AmazonScience/massive",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mappers": {
                "intent": {
                    "0": "datetime_query",
                    "1": "iot_hue_lightchange",
                    "10": "qa_currency",
                    "11": "transport_traffic",
                    "12": "general_quirky",
                    "13": "weather_query",
                    "14": "audio_volume_up",
                    "15": "email_addcontact",
                    "16": "takeaway_order",
                    "17": "email_querycontact",
                    "18": "iot_hue_lightup",
                    "19": "recommendation_locations",
                    "2": "transport_ticket",
                    "20": "play_audiobook",
                    "21": "lists_createoradd",
                    "22": "news_query",
                    "23": "alarm_query",
                    "24": "iot_wemo_on",
                    "25": "general_joke",
                    "26": "qa_definition",
                    "27": "social_query",
                    "28": "music_settings",
                    "29": "audio_volume_other",
                    "3": "takeaway_query",
                    "30": "calendar_remove",
                    "31": "iot_hue_lightdim",
                    "32": "calendar_query",
                    "33": "email_sendemail",
                    "34": "iot_cleaning",
                    "35": "audio_volume_down",
                    "36": "play_radio",
                    "37": "cooking_query",
                    "38": "datetime_convert",
                    "39": "qa_maths",
                    "4": "qa_stock",
                    "40": "iot_hue_lightoff",
                    "41": "iot_hue_lighton",
                    "42": "transport_query",
                    "43": "music_likeness",
                    "44": "email_query",
                    "45": "play_music",
                    "46": "audio_volume_mute",
                    "47": "social_post",
                    "48": "alarm_set",
                    "49": "qa_factoid",
                    "5": "general_greet",
                    "50": "calendar_set",
                    "51": "play_game",
                    "52": "alarm_remove",
                    "53": "lists_remove",
                    "54": "transport_taxi",
                    "55": "recommendation_movies",
                    "56": "iot_coffee",
                    "57": "music_query",
                    "58": "play_podcasts",
                    "59": "lists_query",
                    "6": "recommendation_events",
                    "7": "music_dislikeness",
                    "8": "iot_wemo_off",
                    "9": "cooking_recipe"
                }
            },
            "type": "map_instance_values"
        },
        {
            "field_to_field": {
                "intent": "label",
                "utt": "text"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "classes": [
                    "datetime_query",
                    "iot_hue_lightchange",
                    "transport_ticket",
                    "takeaway_query",
                    "qa_stock",
                    "general_greet",
                    "recommendation_events",
                    "music_dislikeness",
                    "iot_wemo_off",
                    "cooking_recipe",
                    "qa_currency",
                    "transport_traffic",
                    "general_quirky",
                    "weather_query",
                    "audio_volume_up",
                    "email_addcontact",
                    "takeaway_order",
                    "email_querycontact",
                    "iot_hue_lightup",
                    "recommendation_locations",
                    "play_audiobook",
                    "lists_createoradd",
                    "news_query",
                    "alarm_query",
                    "iot_wemo_on",
                    "general_joke",
                    "qa_definition",
                    "social_query",
                    "music_settings",
                    "audio_volume_other",
                    "calendar_remove",
                    "iot_hue_lightdim",
                    "calendar_query",
                    "email_sendemail",
                    "iot_cleaning",
                    "audio_volume_down",
                    "play_radio",
                    "cooking_query",
                    "datetime_convert",
                    "qa_maths",
                    "iot_hue_lightoff",
                    "iot_hue_lighton",
                    "transport_query",
                    "music_likeness",
                    "email_query",
                    "play_music",
                    "audio_volume_mute",
                    "social_post",
                    "alarm_set",
                    "qa_factoid",
                    "calendar_set",
                    "play_game",
                    "alarm_remove",
                    "lists_remove",
                    "transport_taxi",
                    "recommendation_movies",
                    "iot_coffee",
                    "music_query",
                    "play_podcasts",
                    "lists_query"
                ],
                "text_type": "sentence",
                "type_of_class": "intent"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.classification.multi_class",
    "templates": "templates.classification.multi_class.all",
    "type": "task_card"
}

References: tasks.classification.multi_class, templates.classification.multi_class.all




reuters21578


ModHayes.json

Note

ID: cards.reuters21578.ModHayes.json | Type: TaskCard

{
    "loader": {
        "name": "ModHayes",
        "path": "reuters21578",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mix": {
                "test": "test",
                "train": "train[85%]",
                "validation": "train[15%]"
            },
            "type": "split_random_mix"
        },
        {
            "field_to_field": {
                "topics": "labels"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "classes": [
                    "acq",
                    "alum",
                    "austdlr",
                    "barley",
                    "bfr",
                    "bop",
                    "can",
                    "carcass",
                    "castor-oil",
                    "castorseed",
                    "citruspulp",
                    "cocoa",
                    "coconut",
                    "coconut-oil",
                    "coffee",
                    "copper",
                    "copra-cake",
                    "corn",
                    "corn-oil",
                    "cornglutenfeed",
                    "cotton",
                    "cotton-oil",
                    "cottonseed",
                    "cpi",
                    "cpu",
                    "crude",
                    "cruzado",
                    "dfl",
                    "dkr",
                    "dlr",
                    "dmk",
                    "earn",
                    "f-cattle",
                    "fishmeal",
                    "fuel",
                    "gas",
                    "gnp",
                    "gold",
                    "grain",
                    "groundnut",
                    "groundnut-oil",
                    "heat",
                    "hk",
                    "hog",
                    "housing",
                    "income",
                    "instal-debt",
                    "interest",
                    "inventories",
                    "ipi",
                    "iron-steel",
                    "jet",
                    "jobs",
                    "l-cattle",
                    "lead",
                    "lei",
                    "lin-meal",
                    "lin-oil",
                    "linseed",
                    "lit",
                    "livestock",
                    "lumber",
                    "meal-feed",
                    "money-fx",
                    "money-supply",
                    "naphtha",
                    "nat-gas",
                    "nickel",
                    "nkr",
                    "nzdlr",
                    "oat",
                    "oilseed",
                    "orange",
                    "palladium",
                    "palm-oil",
                    "palmkernel",
                    "peseta",
                    "pet-chem",
                    "platinum",
                    "plywood",
                    "pork-belly",
                    "potato",
                    "propane",
                    "rand",
                    "rape-meal",
                    "rape-oil",
                    "rapeseed",
                    "red-bean",
                    "reserves",
                    "retail",
                    "rice",
                    "ringgit",
                    "rubber",
                    "rupiah",
                    "rye",
                    "saudriyal",
                    "sfr",
                    "ship",
                    "silver",
                    "skr",
                    "sorghum",
                    "soy-meal",
                    "soy-oil",
                    "soybean",
                    "stg",
                    "strategic-metal",
                    "sugar",
                    "sun-meal",
                    "sun-oil",
                    "sunseed",
                    "tapioca",
                    "tea",
                    "tin",
                    "trade",
                    "veg-oil",
                    "wheat",
                    "wool",
                    "wpi",
                    "yen",
                    "zinc"
                ],
                "text_type": "text",
                "type_of_classes": "topics"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.classification.multi_label",
    "templates": "templates.classification.multi_label.all",
    "type": "task_card"
}

References: tasks.classification.multi_label, templates.classification.multi_label.all




ModApte.json

Note

ID: cards.reuters21578.ModApte.json | Type: TaskCard

{
    "loader": {
        "name": "ModApte",
        "path": "reuters21578",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mix": {
                "test": "test",
                "train": "train[85%]",
                "validation": "train[15%]"
            },
            "type": "split_random_mix"
        },
        {
            "field_to_field": {
                "topics": "labels"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "classes": [
                    "acq",
                    "alum",
                    "austdlr",
                    "barley",
                    "bop",
                    "can",
                    "carcass",
                    "castor-oil",
                    "castorseed",
                    "citruspulp",
                    "cocoa",
                    "coconut",
                    "coconut-oil",
                    "coffee",
                    "copper",
                    "copra-cake",
                    "corn",
                    "corn-oil",
                    "cornglutenfeed",
                    "cotton",
                    "cotton-oil",
                    "cottonseed",
                    "cpi",
                    "cpu",
                    "crude",
                    "cruzado",
                    "dfl",
                    "dkr",
                    "dlr",
                    "dmk",
                    "earn",
                    "f-cattle",
                    "fishmeal",
                    "fuel",
                    "gas",
                    "gnp",
                    "gold",
                    "grain",
                    "groundnut",
                    "groundnut-oil",
                    "heat",
                    "hog",
                    "housing",
                    "income",
                    "instal-debt",
                    "interest",
                    "inventories",
                    "ipi",
                    "iron-steel",
                    "jet",
                    "jobs",
                    "l-cattle",
                    "lead",
                    "lei",
                    "lin-meal",
                    "lin-oil",
                    "linseed",
                    "lit",
                    "livestock",
                    "lumber",
                    "meal-feed",
                    "money-fx",
                    "money-supply",
                    "naphtha",
                    "nat-gas",
                    "nickel",
                    "nkr",
                    "nzdlr",
                    "oat",
                    "oilseed",
                    "orange",
                    "palladium",
                    "palm-oil",
                    "palmkernel",
                    "peseta",
                    "pet-chem",
                    "platinum",
                    "plywood",
                    "pork-belly",
                    "potato",
                    "propane",
                    "rand",
                    "rape-meal",
                    "rape-oil",
                    "rapeseed",
                    "red-bean",
                    "reserves",
                    "retail",
                    "rice",
                    "ringgit",
                    "rubber",
                    "rupiah",
                    "rye",
                    "saudriyal",
                    "sfr",
                    "ship",
                    "silver",
                    "skr",
                    "sorghum",
                    "soy-meal",
                    "soy-oil",
                    "soybean",
                    "stg",
                    "strategic-metal",
                    "sugar",
                    "sun-meal",
                    "sun-oil",
                    "sunseed",
                    "tapioca",
                    "tea",
                    "tin",
                    "trade",
                    "veg-oil",
                    "wheat",
                    "wool",
                    "wpi",
                    "yen",
                    "zinc"
                ],
                "text_type": "text",
                "type_of_classes": "topics"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.classification.multi_label",
    "templates": "templates.classification.multi_label.all",
    "type": "task_card"
}

References: tasks.classification.multi_label, templates.classification.multi_label.all




ModLewis.json

Note

ID: cards.reuters21578.ModLewis.json | Type: TaskCard

{
    "loader": {
        "name": "ModLewis",
        "path": "reuters21578",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mix": {
                "test": "test",
                "train": "train[85%]",
                "validation": "train[15%]"
            },
            "type": "split_random_mix"
        },
        {
            "field_to_field": {
                "topics": "labels"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "classes": [
                    "acq",
                    "alum",
                    "austdlr",
                    "barley",
                    "bop",
                    "can",
                    "carcass",
                    "castor-oil",
                    "castorseed",
                    "citruspulp",
                    "cocoa",
                    "coconut",
                    "coconut-oil",
                    "coffee",
                    "copper",
                    "copra-cake",
                    "corn",
                    "corn-oil",
                    "cornglutenfeed",
                    "cotton",
                    "cotton-oil",
                    "cottonseed",
                    "cpi",
                    "cpu",
                    "crude",
                    "cruzado",
                    "dfl",
                    "dkr",
                    "dlr",
                    "dmk",
                    "earn",
                    "f-cattle",
                    "fishmeal",
                    "fuel",
                    "gas",
                    "gnp",
                    "gold",
                    "grain",
                    "groundnut",
                    "groundnut-oil",
                    "heat",
                    "hog",
                    "housing",
                    "income",
                    "instal-debt",
                    "interest",
                    "inventories",
                    "ipi",
                    "iron-steel",
                    "jet",
                    "jobs",
                    "l-cattle",
                    "lead",
                    "lei",
                    "lin-meal",
                    "lin-oil",
                    "linseed",
                    "lit",
                    "livestock",
                    "lumber",
                    "meal-feed",
                    "money-fx",
                    "money-supply",
                    "naphtha",
                    "nat-gas",
                    "nickel",
                    "nkr",
                    "nzdlr",
                    "oat",
                    "oilseed",
                    "orange",
                    "palladium",
                    "palm-oil",
                    "palmkernel",
                    "peseta",
                    "pet-chem",
                    "platinum",
                    "plywood",
                    "pork-belly",
                    "potato",
                    "propane",
                    "rand",
                    "rape-meal",
                    "rape-oil",
                    "rapeseed",
                    "red-bean",
                    "reserves",
                    "retail",
                    "rice",
                    "ringgit",
                    "rubber",
                    "rupiah",
                    "rye",
                    "saudriyal",
                    "sfr",
                    "ship",
                    "silver",
                    "skr",
                    "sorghum",
                    "soy-meal",
                    "soy-oil",
                    "soybean",
                    "stg",
                    "strategic-metal",
                    "sugar",
                    "sun-meal",
                    "sun-oil",
                    "sunseed",
                    "tapioca",
                    "tea",
                    "tin",
                    "trade",
                    "veg-oil",
                    "wheat",
                    "wool",
                    "wpi",
                    "yen",
                    "zinc"
                ],
                "text_type": "text",
                "type_of_classes": "topics"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.classification.multi_label",
    "templates": "templates.classification.multi_label.all",
    "type": "task_card"
}

References: tasks.classification.multi_label, templates.classification.multi_label.all




argument_topic.json

Note

ID: cards.argument_topic.json | Type: TaskCard

{
    "loader": {
        "name": "argument_topic",
        "path": "ibm/argument_quality_ranking_30k",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mix": {
                "test": "test",
                "train": "train",
                "validation": "dev"
            },
            "type": "split_random_mix"
        },
        {
            "fields": [
                "label"
            ],
            "to_field": "label",
            "type": "list_field_values"
        },
        {
            "fields": {
                "classes": [
                    "affirmative action",
                    "algorithmic trading",
                    "assisted suicide",
                    "atheism",
                    "austerity regime",
                    "blockade of the gaza strip",
                    "cancel pride parades",
                    "cannabis",
                    "capital punishment",
                    "collectivism",
                    "compulsory voting",
                    "cosmetic surgery",
                    "cosmetic surgery for minors",
                    "embryonic stem cell research",
                    "entrapment",
                    "executive compensation",
                    "factory farming",
                    "fast food",
                    "fight urbanization",
                    "flag burning",
                    "foster care",
                    "gender-neutral language",
                    "guantanamo bay detention camp",
                    "holocaust denial",
                    "homeopathy",
                    "homeschooling",
                    "human cloning",
                    "intellectual property rights",
                    "intelligence tests",
                    "journalism",
                    "judicial activism",
                    "libertarianism",
                    "marriage",
                    "missionary work",
                    "multi-party system",
                    "naturopathy",
                    "organ trade",
                    "payday loans",
                    "polygamy",
                    "private military companies",
                    "prostitution",
                    "racial profiling",
                    "retirement",
                    "safe spaces",
                    "school prayer",
                    "sex selection",
                    "social media",
                    "space exploration",
                    "stay-at-home dads",
                    "student loans",
                    "surrogacy",
                    "targeted killing",
                    "telemarketing",
                    "television",
                    "the abolition of nuclear weapons",
                    "the church of scientology",
                    "the development of autonomous cars",
                    "the olympic games",
                    "the right to keep and bear arms",
                    "the three-strikes laws",
                    "the use of child actors",
                    "the use of economic sanctions",
                    "the use of public defenders",
                    "the use of school uniform",
                    "the vow of celibacy",
                    "vocational education",
                    "whaling",
                    "wikipedia",
                    "women in combat",
                    "zero-tolerance policy in schools",
                    "zoos"
                ],
                "text_type": "argument",
                "type_of_class": "topic"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.classification.multi_class",
    "templates": "templates.classification.multi_class.all",
    "type": "task_card"
}

References: tasks.classification.multi_class, templates.classification.multi_class.all




rte.json

Note

ID: cards.rte.json | Type: TaskCard

{
    "loader": {
        "name": "rte",
        "path": "glue",
        "type": "load_hf"
    },
    "preprocess_steps": [
        "splitters.small_no_test",
        {
            "mappers": {
                "label": {
                    "0": "entailment",
                    "1": "not entailment"
                }
            },
            "type": "map_instance_values"
        },
        {
            "fields": {
                "choices": [
                    "entailment",
                    "not entailment"
                ]
            },
            "type": "add_fields"
        },
        {
            "field_to_field": {
                "sentence1": "premise",
                "sentence2": "hypothesis"
            },
            "type": "rename_fields"
        }
    ],
    "task": "tasks.nli",
    "templates": "templates.classification.nli.all",
    "type": "task_card"
}

References: templates.classification.nli.all, splitters.small_no_test, tasks.nli




unfair_tos.json

Note

ID: cards.unfair_tos.json | Type: TaskCard

{
    "loader": {
        "name": "unfair_tos",
        "path": "lex_glue",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mappers": {
                "labels": {
                    "0": "Limitation of liability",
                    "1": "Unilateral termination",
                    "2": "Unilateral change",
                    "3": "Content removal",
                    "4": "Contract by using",
                    "5": "Choice of law",
                    "6": "Jurisdiction",
                    "7": "Arbitration"
                }
            },
            "process_every_value": true,
            "type": "map_instance_values"
        },
        {
            "fields": {
                "classes": [
                    "Limitation of liability",
                    "Unilateral termination",
                    "Unilateral change",
                    "Content removal",
                    "Contract by using",
                    "Choice of law",
                    "Jurisdiction",
                    "Arbitration"
                ],
                "text_type": "text",
                "type_of_classes": "contractual clauses"
            },
            "type": "add_fields"
        },
        {
            "mappers": {
                "labels": {
                    "[]": [
                        "none"
                    ]
                }
            },
            "strict": false,
            "type": "map_instance_values"
        }
    ],
    "task": "tasks.classification.multi_label",
    "templates": "templates.classification.multi_label.all",
    "type": "task_card"
}

References: tasks.classification.multi_label, templates.classification.multi_label.all




sciq.json

Note

ID: cards.sciq.json | Type: TaskCard

{
    "loader": {
        "path": "sciq",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "fields": [
                "distractor1",
                "distractor2",
                "distractor3",
                "correct_answer"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field": "choices",
            "type": "shuffle_field_values"
        },
        {
            "index_of": "correct_answer",
            "search_in": "choices",
            "to_field": "answer",
            "type": "index_of"
        },
        {
            "field_to_field": {
                "support": "context"
            },
            "type": "rename_fields"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.contextual.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.contextual.all, tasks.qa.multiple_choice.contextual




financial_tweets.json

Note

ID: cards.financial_tweets.json | Type: TaskCard

{
    "loader": {
        "path": "zeroshot/twitter-financial-news-topic",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mix": {
                "test": "validation",
                "train": "train[85%]",
                "validation": "train[15%]"
            },
            "type": "split_random_mix"
        },
        {
            "mappers": {
                "label": {
                    "0": "analyst update",
                    "1": "fed and central banks",
                    "10": "gold, metals and materials",
                    "11": "initial public offering",
                    "12": "legal and regulation",
                    "13": "mergers, acquisitions and investments",
                    "14": "macro",
                    "15": "markets",
                    "16": "politics",
                    "17": "personnel change",
                    "18": "stock commentary",
                    "19": "stock movement",
                    "2": "company and product news",
                    "3": "treasuries and corporate debt",
                    "4": "dividend",
                    "5": "earnings",
                    "6": "energy and oil",
                    "7": "financials",
                    "8": "currencies",
                    "9": "general News and opinion"
                }
            },
            "type": "map_instance_values"
        },
        {
            "fields": {
                "classes": [
                    "analyst update",
                    "fed and central banks",
                    "company and product news",
                    "treasuries and corporate debt",
                    "dividend",
                    "earnings",
                    "energy and oil",
                    "financials",
                    "currencies",
                    "general News and opinion",
                    "gold, metals and materials",
                    "initial public offering",
                    "legal and regulation",
                    "mergers, acquisitions and investments",
                    "macro",
                    "markets",
                    "politics",
                    "personnel change",
                    "stock commentary",
                    "stock movement"
                ],
                "text_type": "tweet",
                "type_of_class": "topic"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.classification.multi_class",
    "templates": "templates.classification.multi_class.all",
    "type": "task_card"
}

References: tasks.classification.multi_class, templates.classification.multi_class.all




openbook_qa.json

Note

ID: cards.openbook_qa.json | Type: TaskCard

{
    "loader": {
        "path": "openbookqa",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "field_to_field": {
                "choices/label": "labels",
                "choices/text": "choices_text"
            },
            "type": "rename_fields",
            "use_query": true
        },
        {
            "field_to_field": {
                "choices_text": "choices",
                "question_stem": "question"
            },
            "type": "rename_fields"
        },
        {
            "index_of": "answerKey",
            "search_in": "labels",
            "to_field": "answer",
            "type": "index_of"
        }
    ],
    "task": "tasks.qa.multiple_choice.original",
    "templates": "templates.qa.multiple_choice.no_intro.all",
    "type": "task_card"
}

References: tasks.qa.multiple_choice.original, templates.qa.multiple_choice.no_intro.all




wmt_en_de.json

Note

ID: cards.wmt_en_de.json | Type: TaskCard

{
    "loader": {
        "name": "de-en",
        "path": "wmt16",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mix": {
                "test": "test",
                "train": "train",
                "validation": "validation"
            },
            "type": "split_random_mix"
        },
        {
            "field_to_field": [
                [
                    "translation/en",
                    "en"
                ],
                [
                    "translation/de",
                    "de"
                ]
            ],
            "type": "copy_fields",
            "use_query": true
        }
    ],
    "task": {
        "inputs": [
            "en"
        ],
        "metrics": [
            "metrics.bleu"
        ],
        "outputs": [
            "de"
        ],
        "type": "form_task"
    },
    "templates": {
        "items": [
            {
                "input_format": "{en}",
                "output_format": "{de}",
                "type": "input_output_template"
            }
        ],
        "type": "templates_list"
    },
    "type": "task_card"
}

References: metrics.bleu




wnli.json

Note

ID: cards.wnli.json | Type: TaskCard

{
    "loader": {
        "name": "wnli",
        "path": "glue",
        "type": "load_hf"
    },
    "preprocess_steps": [
        "splitters.small_no_test",
        {
            "field_to_field": {
                "sentence1": "premise",
                "sentence2": "hypothesis"
            },
            "type": "rename_fields"
        },
        {
            "mappers": {
                "label": {
                    "0": "entailment",
                    "1": "not entailment"
                }
            },
            "type": "map_instance_values"
        },
        {
            "fields": {
                "choices": [
                    "entailment",
                    "not entailment"
                ]
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.nli",
    "templates": "templates.classification.nli.all",
    "type": "task_card"
}

References: templates.classification.nli.all, splitters.small_no_test, tasks.nli




ag_news.json

Note

ID: cards.ag_news.json | Type: TaskCard

{
    "loader": {
        "path": "ag_news",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mix": {
                "test": "test",
                "train": "train[87.5%]",
                "validation": "train[12.5%]"
            },
            "type": "split_random_mix"
        },
        {
            "mappers": {
                "label": {
                    "0": "World",
                    "1": "Sports",
                    "2": "Business",
                    "3": "Sci/Tech"
                }
            },
            "type": "map_instance_values"
        },
        {
            "fields": {
                "classes": [
                    "World",
                    "Sports",
                    "Business",
                    "Sci/Tech"
                ],
                "text_type": "sentence",
                "type_of_class": "topic"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.classification.multi_class",
    "templates": "templates.classification.multi_class.all",
    "type": "task_card"
}

References: tasks.classification.multi_class, templates.classification.multi_class.all




race_middle.json

Note

ID: cards.race_middle.json | Type: TaskCard

{
    "loader": {
        "name": "middle",
        "path": "race",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "fields": {
                "numbering": [
                    "A",
                    "B",
                    "C",
                    "D",
                    "E",
                    "F",
                    "G",
                    "H",
                    "I",
                    "J",
                    "K",
                    "L",
                    "M",
                    "N",
                    "O",
                    "P",
                    "Q",
                    "R",
                    "S",
                    "T",
                    "U",
                    "V",
                    "W",
                    "X",
                    "Y",
                    "Z"
                ]
            },
            "type": "add_fields"
        },
        {
            "index_of": "answer",
            "search_in": "numbering",
            "to_field": "answer",
            "type": "index_of"
        },
        {
            "field_to_field": {
                "article": "context",
                "options": "choices"
            },
            "type": "rename_fields"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.contextual.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.contextual.all, tasks.qa.multiple_choice.contextual




cola.json

Note

ID: cards.cola.json | Type: TaskCard

{
    "loader": {
        "name": "cola",
        "path": "glue",
        "type": "load_hf"
    },
    "preprocess_steps": [
        "splitters.small_no_test",
        {
            "mappers": {
                "label": {
                    "0": "unacceptable",
                    "1": "acceptable"
                }
            },
            "type": "map_instance_values"
        },
        {
            "field_to_field": {
                "sentence": "text"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "classes": [
                    "unacceptable",
                    "acceptable"
                ],
                "text_type": "text",
                "type_of_class": "grammatical acceptability"
            },
            "type": "add_fields"
        }
    ],
    "task": {
        "inputs": [
            "text",
            "text_type",
            "classes",
            "type_of_class"
        ],
        "metrics": [
            "metrics.matthews_correlation"
        ],
        "outputs": [
            "label"
        ],
        "type": "form_task"
    },
    "templates": "templates.classification.multi_class.all",
    "type": "task_card"
}

References: splitters.small_no_test, metrics.matthews_correlation, templates.classification.multi_class.all




head_qa


es.json

Note

ID: cards.head_qa.es.json | Type: TaskCard

{
    "loader": {
        "name": "es",
        "path": "head_qa",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "field_to_field": {
                "category": "label",
                "qtext": "text"
            },
            "type": "rename_fields"
        },
        {
            "fields": [
                "label"
            ],
            "to_field": "label",
            "type": "list_field_values"
        },
        {
            "fields": {
                "classes": [
                    "biology",
                    "chemistry",
                    "medicine",
                    "nursery",
                    "pharmacology",
                    "psychology"
                ],
                "text_type": "question",
                "type_of_class": "topic"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.classification.multi_class",
    "templates": "templates.classification.multi_class.all",
    "type": "task_card"
}

References: tasks.classification.multi_class, templates.classification.multi_class.all




en.json

Note

ID: cards.head_qa.en.json | Type: TaskCard

{
    "loader": {
        "name": "en",
        "path": "head_qa",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "field_to_field": {
                "category": "label",
                "qtext": "text"
            },
            "type": "rename_fields"
        },
        {
            "fields": [
                "label"
            ],
            "to_field": "label",
            "type": "list_field_values"
        },
        {
            "fields": {
                "classes": [
                    "biology",
                    "chemistry",
                    "medicine",
                    "nursery",
                    "pharmacology",
                    "psychology"
                ],
                "text_type": "question",
                "type_of_class": "topic"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.classification.multi_class",
    "templates": "templates.classification.multi_class.all",
    "type": "task_card"
}

References: tasks.classification.multi_class, templates.classification.multi_class.all




cnn_dailymail.json

Note

ID: cards.cnn_dailymail.json | Type: TaskCard

{
    "loader": {
        "name": "3.0.0",
        "path": "cnn_dailymail",
        "type": "load_hf"
    },
    "preprocess_steps": [],
    "task": {
        "inputs": [
            "article"
        ],
        "metrics": [
            "metrics.rouge"
        ],
        "outputs": [
            "highlights"
        ],
        "type": "form_task"
    },
    "templates": {
        "items": [
            {
                "input_format": "{article}",
                "output_format": "{highlights}",
                "type": "input_output_template"
            }
        ],
        "type": "templates_list"
    },
    "type": "task_card"
}

References: metrics.rouge




ethos_binary.json

Note

ID: cards.ethos_binary.json | Type: TaskCard

{
    "loader": {
        "name": "binary",
        "path": "ethos",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "page_size": 1000000,
            "type": "shuffle"
        },
        {
            "mix": {
                "test": "train[80%]",
                "train": "train[20%]"
            },
            "type": "split_random_mix"
        },
        {
            "mappers": {
                "label": {
                    "0": "not hate speech",
                    "1": "hate speech"
                }
            },
            "type": "map_instance_values"
        },
        {
            "fields": {
                "classes": [
                    "not hate speech",
                    "hate speech"
                ],
                "text_type": "sentence",
                "type_of_class": "hate speech"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.classification.multi_class",
    "templates": {
        "items": [
            {
                "input_format": "Given this {text_type}: {text}. Classify if it contains {type_of_class}. classes: {classes}.",
                "output_format": "{label}",
                "postprocessors": [
                    "processors.take_first_non_empty_line"
                ],
                "type": "input_output_template"
            },
            {
                "input_format": "Does the following {text_type} contains {type_of_class}? Answer only by choosing one of the options {classes}. {text_type}: {text}.",
                "output_format": "{label}",
                "postprocessors": [
                    "processors.take_first_non_empty_line"
                ],
                "type": "input_output_template"
            },
            {
                "input_format": "Given this {text_type}: {text}. Classify if it contains {type_of_class}. classes: {classes}. I would classify this {text_type} as: ",
                "output_format": "{label}",
                "postprocessors": [
                    "processors.take_first_non_empty_line",
                    "processors.lower_case_till_punc"
                ],
                "type": "input_output_template"
            },
            {
                "input_format": "Given this {text_type}: {text}. Classify if it contains {type_of_class}. classes: {classes}. I would classify this {text_type} as: ",
                "output_format": "{label}",
                "postprocessors": [
                    "processors.take_first_non_empty_line",
                    "processors.hate_speech_or_not_hate_speech"
                ],
                "type": "input_output_template"
            }
        ],
        "type": "templates_list"
    },
    "type": "task_card"
}

References: processors.take_first_non_empty_line, processors.lower_case_till_punc, processors.hate_speech_or_not_hate_speech, tasks.classification.multi_class




ai2_arc


arc_easy.json

Note

ID: cards.ai2_arc.arc_easy.json | Type: TaskCard

{
    "loader": {
        "name": "ARC-Easy",
        "path": "ai2_arc",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "fields": {
                "topic": "science"
            },
            "type": "add_fields"
        },
        {
            "field_to_field": {
                "answerKey": "label",
                "choices": "_choices"
            },
            "type": "rename_fields"
        },
        {
            "field_to_field": {
                "_choices/label": "labels",
                "_choices/text": "choices"
            },
            "type": "copy_fields",
            "use_query": true
        },
        {
            "index_of": "label",
            "search_in": "labels",
            "to_field": "answer",
            "type": "index_of"
        }
    ],
    "task": "tasks.qa.multiple_choice.with_topic",
    "templates": "templates.qa.multiple_choice.original.all",
    "type": "task_card"
}

References: tasks.qa.multiple_choice.with_topic, templates.qa.multiple_choice.original.all




arc_challenge.json

Note

ID: cards.ai2_arc.arc_challenge.json | Type: TaskCard

{
    "loader": {
        "name": "ARC-Challenge",
        "path": "ai2_arc",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "fields": {
                "topic": "science"
            },
            "type": "add_fields"
        },
        {
            "field_to_field": {
                "answerKey": "label",
                "choices": "_choices"
            },
            "type": "rename_fields"
        },
        {
            "field_to_field": {
                "_choices/label": "labels",
                "_choices/text": "choices"
            },
            "type": "copy_fields",
            "use_query": true
        },
        {
            "index_of": "label",
            "search_in": "labels",
            "to_field": "answer",
            "type": "index_of"
        }
    ],
    "task": "tasks.qa.multiple_choice.with_topic",
    "templates": "templates.qa.multiple_choice.original.all",
    "type": "task_card"
}

References: tasks.qa.multiple_choice.with_topic, templates.qa.multiple_choice.original.all




medical_abstracts.json

Note

ID: cards.medical_abstracts.json | Type: TaskCard

{
    "loader": {
        "files": {
            "test": "https://raw.githubusercontent.com/sebischair/Medical-Abstracts-TC-Corpus/main/medical_tc_test.csv",
            "train": "https://raw.githubusercontent.com/sebischair/Medical-Abstracts-TC-Corpus/main/medical_tc_train.csv"
        },
        "type": "load_csv"
    },
    "preprocess_steps": [
        {
            "mix": {
                "test": "test",
                "train": "train[90%]",
                "validation": "train[10%]"
            },
            "type": "split_random_mix"
        },
        {
            "field_to_field": {
                "condition_label": "label",
                "medical_abstract": "text"
            },
            "type": "rename_fields"
        },
        {
            "mappers": {
                "label": {
                    "1": "neoplasms",
                    "2": "digestive system diseases",
                    "3": "nervous system diseases",
                    "4": "cardiovascular diseases",
                    "5": "general pathological conditions"
                }
            },
            "type": "map_instance_values"
        },
        {
            "fields": {
                "classes": [
                    "neoplasms",
                    "digestive system diseases",
                    "nervous system diseases",
                    "cardiovascular diseases",
                    "general pathological conditions"
                ],
                "text_type": "abstract",
                "type_of_class": "topic"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.classification.multi_class",
    "templates": "templates.classification.multi_class.all",
    "type": "task_card"
}

References: tasks.classification.multi_class, templates.classification.multi_class.all




stsb.json

Note

ID: cards.stsb.json | Type: TaskCard

{
    "loader": {
        "name": "stsb",
        "path": "glue",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mix": {
                "test": "validation",
                "train": "train[95%]",
                "validation": "train[5%]"
            },
            "type": "split_random_mix"
        }
    ],
    "task": {
        "inputs": [
            "sentence1",
            "sentence2"
        ],
        "metrics": [
            "metrics.spearman"
        ],
        "outputs": [
            "label"
        ],
        "type": "form_task"
    },
    "templates": {
        "items": [
            {
                "input_format": "Given this sentence: '{sentence1}', on a scale of 1 to 5, how similar in meaning is it to this sentence: '{sentence2}'?",
                "output_format": "{label}",
                "quantum": 0.2,
                "type": "output_quantizing_template"
            }
        ],
        "type": "templates_list"
    },
    "type": "task_card"
}

References: metrics.spearman




claim_stance_topic.json

Note

ID: cards.claim_stance_topic.json | Type: TaskCard

{
    "loader": {
        "name": "claim_stance_topic",
        "path": "ibm/claim_stance",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mix": {
                "test": "test",
                "train": "train",
                "validation": "dev"
            },
            "type": "split_random_mix"
        },
        {
            "fields": [
                "label"
            ],
            "to_field": "label",
            "type": "list_field_values"
        },
        {
            "fields": {
                "classes": [
                    "advertising",
                    "all nations a right to nuclear weapons",
                    "a mandatory retirement age",
                    "american jobs act",
                    "asean",
                    "atheism",
                    "austerity measures",
                    "barrier methods of contraception",
                    "blasphemy",
                    "boxing",
                    "bribery",
                    "burning the stars and stripes",
                    "children",
                    "collective bargaining rights claimed by trades unions",
                    "congressional earmarks",
                    "democratic governments should require voters to present photo identification at the polling station",
                    "democratization",
                    "endangered species",
                    "enforce term limits on the legislative branch of government",
                    "freedom of speech",
                    "fund education using a voucher scheme",
                    "gambling",
                    "governments should choose open source software",
                    "high rises for housing",
                    "holocaust denial",
                    "housewives should be paid for their work",
                    "hydroelectric dams",
                    "implement playoffs in collegiate level american football",
                    "intellectual property rights",
                    "israel's 2008-2009 military operations against gaza",
                    "leaking of military documents",
                    "multiculturalism",
                    "national service",
                    "only teach abstinence for sex education in schools",
                    "open primaries",
                    "partial birth abortions",
                    "physical education",
                    "poor communities",
                    "raising the school leaving age to 18",
                    "re-engage with myanmar",
                    "the blockade of gaza",
                    "the creation of private universities in the uk",
                    "the free market",
                    "the growing of tobacco",
                    "the keystone xl pipeline",
                    "the monarchy",
                    "the one-child policy of the republic of china",
                    "the right to asylum",
                    "the right to bear arms",
                    "the sale of violent video games to minors",
                    "the use of affirmative action",
                    "the use of performance enhancing drugs in professional sports",
                    "the use of truth and reconciliation commissions",
                    "wind power",
                    "year round schooling"
                ],
                "text_type": "argument",
                "type_of_class": "topic"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.classification.multi_class",
    "templates": "templates.classification.multi_class.all",
    "type": "task_card"
}

References: tasks.classification.multi_class, templates.classification.multi_class.all




qqp.json

Note

ID: cards.qqp.json | Type: TaskCard

{
    "loader": {
        "name": "qqp",
        "path": "glue",
        "type": "load_hf"
    },
    "preprocess_steps": [
        "splitters.large_no_test",
        {
            "mappers": {
                "label": {
                    "0": "not duplicated",
                    "1": "duplicated"
                }
            },
            "type": "map_instance_values"
        },
        {
            "fields": {
                "choices": [
                    "not duplicated",
                    "duplicated"
                ]
            },
            "type": "add_fields"
        }
    ],
    "task": {
        "inputs": [
            "choices",
            "question1",
            "question2"
        ],
        "metrics": [
            "metrics.accuracy"
        ],
        "outputs": [
            "label"
        ],
        "type": "form_task"
    },
    "templates": {
        "items": [
            {
                "input_format": "Given this question: {question1}, classify if this question: {question2} is {choices}.",
                "output_format": "{label}",
                "type": "input_output_template"
            }
        ],
        "type": "templates_list"
    },
    "type": "task_card"
}

References: splitters.large_no_test, metrics.accuracy




almostEvilML_qa.json

Note

ID: cards.almostEvilML_qa.json | Type: TaskCard

{
    "loader": {
        "path": "0x22almostEvil/multilingual-wikihow-qa-16k",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mix": {
                "test": "train[5%]",
                "train": "train[90%]",
                "validation": "train[5%]"
            },
            "type": "split_random_mix"
        },
        {
            "field_to_field": {
                "INSTRUCTION": "question"
            },
            "type": "rename_fields"
        },
        {
            "fields": [
                "RESPONSE"
            ],
            "to_field": "answers",
            "type": "list_field_values"
        }
    ],
    "task": {
        "inputs": [
            "question"
        ],
        "metrics": [
            "metrics.rouge"
        ],
        "outputs": [
            "answers"
        ],
        "type": "form_task"
    },
    "templates": "templates.qa.open.all",
    "type": "task_card"
}

References: metrics.rouge, templates.qa.open.all




mrpc.json

Note

ID: cards.mrpc.json | Type: TaskCard

{
    "loader": {
        "name": "mrpc",
        "path": "glue",
        "streaming": false,
        "type": "load_hf"
    },
    "preprocess_steps": [
        "splitters.default",
        {
            "mappers": {
                "label": {
                    "0": "not equivalent",
                    "1": "equivalent"
                }
            },
            "type": "map_instance_values"
        },
        {
            "fields": {
                "choices": [
                    "not equivalent",
                    "equivalent"
                ]
            },
            "type": "add_fields"
        }
    ],
    "task": {
        "inputs": [
            "choices",
            "sentence1",
            "sentence2"
        ],
        "metrics": [
            "metrics.accuracy"
        ],
        "outputs": [
            "label"
        ],
        "type": "form_task"
    },
    "templates": {
        "items": [
            {
                "input_format": "Given this sentence: {sentence1}, classify if this sentence: {sentence2} is {choices}.",
                "output_format": "{label}",
                "type": "input_output_template"
            }
        ],
        "type": "templates_list"
    },
    "type": "task_card"
}

References: splitters.default, metrics.accuracy




qnli.json

Note

ID: cards.qnli.json | Type: TaskCard

{
    "loader": {
        "name": "qnli",
        "path": "glue",
        "type": "load_hf"
    },
    "preprocess_steps": [
        "splitters.large_no_test",
        {
            "mappers": {
                "label": {
                    "0": "entailment",
                    "1": "not entailment"
                }
            },
            "type": "map_instance_values"
        },
        {
            "fields": {
                "choices": [
                    "entailment",
                    "not entailment"
                ]
            },
            "type": "add_fields"
        },
        {
            "field_to_field": {
                "question": "premise",
                "sentence": "hypothesis"
            },
            "type": "rename_fields"
        }
    ],
    "task": "tasks.nli",
    "templates": "templates.classification.nli.all",
    "type": "task_card"
}

References: splitters.large_no_test, templates.classification.nli.all, tasks.nli




race_all.json

Note

ID: cards.race_all.json | Type: TaskCard

{
    "loader": {
        "name": "all",
        "path": "race",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "fields": {
                "numbering": [
                    "A",
                    "B",
                    "C",
                    "D",
                    "E",
                    "F",
                    "G",
                    "H",
                    "I",
                    "J",
                    "K",
                    "L",
                    "M",
                    "N",
                    "O",
                    "P",
                    "Q",
                    "R",
                    "S",
                    "T",
                    "U",
                    "V",
                    "W",
                    "X",
                    "Y",
                    "Z"
                ]
            },
            "type": "add_fields"
        },
        {
            "index_of": "answer",
            "search_in": "numbering",
            "to_field": "answer",
            "type": "index_of"
        },
        {
            "field_to_field": {
                "article": "context",
                "options": "choices"
            },
            "type": "rename_fields"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.contextual.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.contextual.all, tasks.qa.multiple_choice.contextual




law_stack_exchange.json

Note

ID: cards.law_stack_exchange.json | Type: TaskCard

{
    "loader": {
        "path": "jonathanli/law-stack-exchange",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mix": {
                "test": "train",
                "train": "test",
                "validation": "validation"
            },
            "type": "split_random_mix"
        },
        {
            "field_to_field": {
                "text_label": "label"
            },
            "type": "rename_fields"
        },
        {
            "fields": [
                "title",
                "body"
            ],
            "to_field": "text",
            "type": "list_field_values"
        },
        {
            "field": "text",
            "separator": ". ",
            "to_field": "text",
            "type": "join_str"
        },
        {
            "fields": {
                "classes": [
                    "business",
                    "civil-law",
                    "constitutional-law",
                    "contract",
                    "contract-law",
                    "copyright",
                    "criminal-law",
                    "employment",
                    "intellectual-property",
                    "internet",
                    "liability",
                    "licensing",
                    "privacy",
                    "software",
                    "tax-law",
                    "trademark"
                ],
                "text_type": "text",
                "type_of_class": "topic"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.classification.multi_class",
    "templates": "templates.classification.multi_class.all",
    "type": "task_card"
}

References: tasks.classification.multi_class, templates.classification.multi_class.all




piqa_all.json

Note

ID: cards.piqa_all.json | Type: TaskCard

{
    "loader": {
        "name": "all",
        "path": "race",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "fields": {
                "numbering": [
                    "A",
                    "B",
                    "C",
                    "D",
                    "E",
                    "F",
                    "G",
                    "H",
                    "I",
                    "J",
                    "K",
                    "L",
                    "M",
                    "N",
                    "O",
                    "P",
                    "Q",
                    "R",
                    "S",
                    "T",
                    "U",
                    "V",
                    "W",
                    "X",
                    "Y",
                    "Z"
                ],
                "topic": "reading comprehension"
            },
            "type": "add_fields"
        },
        {
            "index_of": "answer",
            "search_in": "numbering",
            "to_field": "index",
            "type": "index_of"
        },
        {
            "field_to_field": {
                "article": "context",
                "index": "_index",
                "numbering": "_numbering",
                "options": "_options",
                "question": "sentence1",
                "topic": "topic"
            },
            "type": "rename_fields"
        },
        {
            "field": "_numbering",
            "index": "_index",
            "to_field": "number",
            "type": "take_by_field"
        },
        {
            "field": "_options",
            "index": "_index",
            "to_field": "answer",
            "type": "take_by_field"
        },
        {
            "fields": [
                "_numbering",
                "_options"
            ],
            "to_field": "choices",
            "type": "zip_field_values"
        },
        {
            "field": "choices/*",
            "process_every_value": true,
            "separator": ". ",
            "to_field": "choices_list",
            "type": "join_str",
            "use_query": true
        },
        {
            "field": "choices_list",
            "index": "_index",
            "to_field": "number_and_answer",
            "type": "take_by_field"
        },
        {
            "field": "choices/*/0",
            "separator": ",",
            "to_field": "numbers",
            "type": "join_str",
            "use_query": true
        },
        {
            "field": "choices_list",
            "separator": " ",
            "to_field": "choices",
            "type": "join_str"
        },
        {
            "field_to_field": {
                "number": "label"
            },
            "type": "rename_fields"
        }
    ],
    "task": {
        "inputs": [
            "choices",
            "sentence1",
            "numbers",
            "topic",
            "context"
        ],
        "metrics": [
            "metrics.accuracy"
        ],
        "outputs": [
            "label"
        ],
        "type": "form_task"
    },
    "templates": {
        "fm-eval": {
            "input_format": "The following are multiple choice questions (with answers) about {topic}.\n\n\n                            Context: {context}\nQuestion: {context}\n{sentence1}\nChoose from {numbers}\nAnswers: {choices}\nAnswer:",
            "output_format": "{label}",
            "type": "input_output_template"
        },
        "helm": {
            "input_format": "The following are multiple choice questions (with answers) about {topic}.\n\n\n                            Context: {context}\nQuestion: {context}\n{sentence1}.\nAnswers: {choices}.\nAnswer:",
            "output_format": "{label}",
            "type": "input_output_template"
        },
        "lm_eval_harness": {
            "input_format": "Context: {context}\nQuestion: {context}\n{sentence1}.\nChoices:\n{choices}.\nAnswer:",
            "output_format": "{label}",
            "type": "input_output_template"
        },
        "original": {
            "input_format": "The following are multiple choice questions (with answers) about {topic}.\n\n                            {context}\n{sentence1}.\nAnswers: {choices}.\nAnswer:",
            "output_format": "{label}",
            "type": "input_output_template"
        }
    },
    "type": "task_card"
}

References: metrics.accuracy




wmt_en_fr.json

Note

ID: cards.wmt_en_fr.json | Type: TaskCard

{
    "loader": {
        "name": "fr-en",
        "path": "wmt14",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mix": {
                "test": "test",
                "train": "train",
                "validation": "validation"
            },
            "type": "split_random_mix"
        },
        {
            "field_to_field": [
                [
                    "translation/en",
                    "en"
                ],
                [
                    "translation/fr",
                    "fr"
                ]
            ],
            "type": "copy_fields",
            "use_query": true
        }
    ],
    "task": {
        "inputs": [
            "en"
        ],
        "metrics": [
            "metrics.bleu"
        ],
        "outputs": [
            "fr"
        ],
        "type": "form_task"
    },
    "templates": {
        "items": [
            {
                "input_format": "{en}",
                "output_format": "{fr}",
                "type": "input_output_template"
            }
        ],
        "type": "templates_list"
    },
    "type": "task_card"
}

References: metrics.bleu




belebele


acm_Arab.json

Note

ID: cards.belebele.acm_Arab.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "acm_Arab",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "acm_Arab": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




shn_Mymr.json

Note

ID: cards.belebele.shn_Mymr.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "shn_Mymr",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "shn_Mymr": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




pes_Arab.json

Note

ID: cards.belebele.pes_Arab.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "pes_Arab",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "pes_Arab": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




srp_Cyrl.json

Note

ID: cards.belebele.srp_Cyrl.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "srp_Cyrl",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "srp_Cyrl": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




mya_Mymr.json

Note

ID: cards.belebele.mya_Mymr.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "mya_Mymr",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "mya_Mymr": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




guj_Gujr.json

Note

ID: cards.belebele.guj_Gujr.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "guj_Gujr",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "guj_Gujr": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




sin_Sinh.json

Note

ID: cards.belebele.sin_Sinh.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "sin_Sinh",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "sin_Sinh": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




tam_Taml.json

Note

ID: cards.belebele.tam_Taml.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "tam_Taml",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "tam_Taml": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




dan_Latn.json

Note

ID: cards.belebele.dan_Latn.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "dan_Latn",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "dan_Latn": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




lin_Latn.json

Note

ID: cards.belebele.lin_Latn.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "lin_Latn",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "lin_Latn": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




kaz_Cyrl.json

Note

ID: cards.belebele.kaz_Cyrl.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "kaz_Cyrl",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "kaz_Cyrl": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




mal_Mlym.json

Note

ID: cards.belebele.mal_Mlym.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "mal_Mlym",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "mal_Mlym": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




ceb_Latn.json

Note

ID: cards.belebele.ceb_Latn.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "ceb_Latn",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "ceb_Latn": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




kan_Knda.json

Note

ID: cards.belebele.kan_Knda.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "kan_Knda",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "kan_Knda": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




ars_Arab.json

Note

ID: cards.belebele.ars_Arab.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "ars_Arab",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "ars_Arab": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




hye_Armn.json

Note

ID: cards.belebele.hye_Armn.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "hye_Armn",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "hye_Armn": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




ben_Latn.json

Note

ID: cards.belebele.ben_Latn.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "ben_Latn",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "ben_Latn": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




mkd_Cyrl.json

Note

ID: cards.belebele.mkd_Cyrl.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "mkd_Cyrl",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "mkd_Cyrl": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




sot_Latn.json

Note

ID: cards.belebele.sot_Latn.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "sot_Latn",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "sot_Latn": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




arz_Arab.json

Note

ID: cards.belebele.arz_Arab.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "arz_Arab",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "arz_Arab": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




plt_Latn.json

Note

ID: cards.belebele.plt_Latn.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "plt_Latn",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "plt_Latn": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




hin_Latn.json

Note

ID: cards.belebele.hin_Latn.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "hin_Latn",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "hin_Latn": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




afr_Latn.json

Note

ID: cards.belebele.afr_Latn.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "afr_Latn",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "afr_Latn": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




ckb_Arab.json

Note

ID: cards.belebele.ckb_Arab.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "ckb_Arab",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "ckb_Arab": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




hau_Latn.json

Note

ID: cards.belebele.hau_Latn.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "hau_Latn",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "hau_Latn": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




fra_Latn.json

Note

ID: cards.belebele.fra_Latn.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "fra_Latn",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "fra_Latn": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




lit_Latn.json

Note

ID: cards.belebele.lit_Latn.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "lit_Latn",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "lit_Latn": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




mlt_Latn.json

Note

ID: cards.belebele.mlt_Latn.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "mlt_Latn",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "mlt_Latn": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




asm_Beng.json

Note

ID: cards.belebele.asm_Beng.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "asm_Beng",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "asm_Beng": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




kir_Cyrl.json

Note

ID: cards.belebele.kir_Cyrl.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "kir_Cyrl",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "kir_Cyrl": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




zul_Latn.json

Note

ID: cards.belebele.zul_Latn.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "zul_Latn",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "zul_Latn": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




tir_Ethi.json

Note

ID: cards.belebele.tir_Ethi.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "tir_Ethi",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "tir_Ethi": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




nya_Latn.json

Note

ID: cards.belebele.nya_Latn.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "nya_Latn",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "nya_Latn": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




snd_Arab.json

Note

ID: cards.belebele.snd_Arab.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "snd_Arab",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "snd_Arab": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




ukr_Cyrl.json

Note

ID: cards.belebele.ukr_Cyrl.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "ukr_Cyrl",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "ukr_Cyrl": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




nob_Latn.json

Note

ID: cards.belebele.nob_Latn.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "nob_Latn",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "nob_Latn": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




tgl_Latn.json

Note

ID: cards.belebele.tgl_Latn.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "tgl_Latn",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "tgl_Latn": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




nld_Latn.json

Note

ID: cards.belebele.nld_Latn.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "nld_Latn",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "nld_Latn": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




swe_Latn.json

Note

ID: cards.belebele.swe_Latn.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "swe_Latn",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "swe_Latn": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




zho_Hant.json

Note

ID: cards.belebele.zho_Hant.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "zho_Hant",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "zho_Hant": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




lvs_Latn.json

Note

ID: cards.belebele.lvs_Latn.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "lvs_Latn",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "lvs_Latn": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




als_Latn.json

Note

ID: cards.belebele.als_Latn.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "als_Latn",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "als_Latn": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




ory_Orya.json

Note

ID: cards.belebele.ory_Orya.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "ory_Orya",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "ory_Orya": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




fin_Latn.json

Note

ID: cards.belebele.fin_Latn.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "fin_Latn",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "fin_Latn": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




ibo_Latn.json

Note

ID: cards.belebele.ibo_Latn.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "ibo_Latn",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "ibo_Latn": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




sin_Latn.json

Note

ID: cards.belebele.sin_Latn.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "sin_Latn",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "sin_Latn": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




isl_Latn.json

Note

ID: cards.belebele.isl_Latn.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "isl_Latn",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "isl_Latn": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




lug_Latn.json

Note

ID: cards.belebele.lug_Latn.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "lug_Latn",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "lug_Latn": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




cat_Latn.json

Note

ID: cards.belebele.cat_Latn.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "cat_Latn",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "cat_Latn": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




bod_Tibt.json

Note

ID: cards.belebele.bod_Tibt.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "bod_Tibt",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "bod_Tibt": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




slv_Latn.json

Note

ID: cards.belebele.slv_Latn.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "slv_Latn",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "slv_Latn": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




kac_Latn.json

Note

ID: cards.belebele.kac_Latn.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "kac_Latn",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "kac_Latn": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




zho_Hans.json

Note

ID: cards.belebele.zho_Hans.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "zho_Hans",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "zho_Hans": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




mri_Latn.json

Note

ID: cards.belebele.mri_Latn.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "mri_Latn",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "mri_Latn": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




ssw_Latn.json

Note

ID: cards.belebele.ssw_Latn.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "ssw_Latn",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "ssw_Latn": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




som_Latn.json

Note

ID: cards.belebele.som_Latn.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "som_Latn",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "som_Latn": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




ary_Arab.json

Note

ID: cards.belebele.ary_Arab.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "ary_Arab",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "ary_Arab": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




sna_Latn.json

Note

ID: cards.belebele.sna_Latn.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "sna_Latn",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "sna_Latn": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




npi_Deva.json

Note

ID: cards.belebele.npi_Deva.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "npi_Deva",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "npi_Deva": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




nso_Latn.json

Note

ID: cards.belebele.nso_Latn.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "nso_Latn",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "nso_Latn": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




apc_Arab.json

Note

ID: cards.belebele.apc_Arab.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "apc_Arab",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "apc_Arab": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




kin_Latn.json

Note

ID: cards.belebele.kin_Latn.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "kin_Latn",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "kin_Latn": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




tgk_Cyrl.json

Note

ID: cards.belebele.tgk_Cyrl.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "tgk_Cyrl",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "tgk_Cyrl": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




ita_Latn.json

Note

ID: cards.belebele.ita_Latn.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "ita_Latn",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "ita_Latn": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




hat_Latn.json

Note

ID: cards.belebele.hat_Latn.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "hat_Latn",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "hat_Latn": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




wol_Latn.json

Note

ID: cards.belebele.wol_Latn.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "wol_Latn",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "wol_Latn": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




tel_Telu.json

Note

ID: cards.belebele.tel_Telu.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "tel_Telu",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "tel_Telu": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




xho_Latn.json

Note

ID: cards.belebele.xho_Latn.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "xho_Latn",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "xho_Latn": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




azj_Latn.json

Note

ID: cards.belebele.azj_Latn.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "azj_Latn",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "azj_Latn": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




heb_Hebr.json

Note

ID: cards.belebele.heb_Hebr.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "heb_Hebr",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "heb_Hebr": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




pan_Guru.json

Note

ID: cards.belebele.pan_Guru.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "pan_Guru",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "pan_Guru": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




uzn_Latn.json

Note

ID: cards.belebele.uzn_Latn.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "uzn_Latn",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "uzn_Latn": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




pol_Latn.json

Note

ID: cards.belebele.pol_Latn.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "pol_Latn",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "pol_Latn": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




luo_Latn.json

Note

ID: cards.belebele.luo_Latn.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "luo_Latn",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "luo_Latn": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




tha_Thai.json

Note

ID: cards.belebele.tha_Thai.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "tha_Thai",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "tha_Thai": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




vie_Latn.json

Note

ID: cards.belebele.vie_Latn.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "vie_Latn",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "vie_Latn": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




grn_Latn.json

Note

ID: cards.belebele.grn_Latn.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "grn_Latn",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "grn_Latn": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




sun_Latn.json

Note

ID: cards.belebele.sun_Latn.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "sun_Latn",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "sun_Latn": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




tur_Latn.json

Note

ID: cards.belebele.tur_Latn.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "tur_Latn",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "tur_Latn": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




amh_Ethi.json

Note

ID: cards.belebele.amh_Ethi.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "amh_Ethi",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "amh_Ethi": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




fuv_Latn.json

Note

ID: cards.belebele.fuv_Latn.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "fuv_Latn",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "fuv_Latn": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




rus_Cyrl.json

Note

ID: cards.belebele.rus_Cyrl.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "rus_Cyrl",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "rus_Cyrl": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




deu_Latn.json

Note

ID: cards.belebele.deu_Latn.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "deu_Latn",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "deu_Latn": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




arb_Arab.json

Note

ID: cards.belebele.arb_Arab.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "arb_Arab",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "arb_Arab": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




urd_Latn.json

Note

ID: cards.belebele.urd_Latn.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "urd_Latn",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "urd_Latn": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




ilo_Latn.json

Note

ID: cards.belebele.ilo_Latn.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "ilo_Latn",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "ilo_Latn": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




ces_Latn.json

Note

ID: cards.belebele.ces_Latn.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "ces_Latn",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "ces_Latn": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




swh_Latn.json

Note

ID: cards.belebele.swh_Latn.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "swh_Latn",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "swh_Latn": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




bul_Cyrl.json

Note

ID: cards.belebele.bul_Cyrl.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "bul_Cyrl",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "bul_Cyrl": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




tsn_Latn.json

Note

ID: cards.belebele.tsn_Latn.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "tsn_Latn",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "tsn_Latn": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




jav_Latn.json

Note

ID: cards.belebele.jav_Latn.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "jav_Latn",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "jav_Latn": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




bam_Latn.json

Note

ID: cards.belebele.bam_Latn.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "bam_Latn",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "bam_Latn": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




por_Latn.json

Note

ID: cards.belebele.por_Latn.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "por_Latn",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "por_Latn": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




urd_Arab.json

Note

ID: cards.belebele.urd_Arab.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "urd_Arab",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "urd_Arab": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




gaz_Latn.json

Note

ID: cards.belebele.gaz_Latn.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "gaz_Latn",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "gaz_Latn": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




hun_Latn.json

Note

ID: cards.belebele.hun_Latn.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "hun_Latn",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "hun_Latn": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




hrv_Latn.json

Note

ID: cards.belebele.hrv_Latn.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "hrv_Latn",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "hrv_Latn": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




yor_Latn.json

Note

ID: cards.belebele.yor_Latn.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "yor_Latn",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "yor_Latn": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




jpn_Jpan.json

Note

ID: cards.belebele.jpn_Jpan.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "jpn_Jpan",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "jpn_Jpan": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




hin_Deva.json

Note

ID: cards.belebele.hin_Deva.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "hin_Deva",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "hin_Deva": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




lao_Laoo.json

Note

ID: cards.belebele.lao_Laoo.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "lao_Laoo",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "lao_Laoo": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




eus_Latn.json

Note

ID: cards.belebele.eus_Latn.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "eus_Latn",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "eus_Latn": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




est_Latn.json

Note

ID: cards.belebele.est_Latn.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "est_Latn",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "est_Latn": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




kor_Hang.json

Note

ID: cards.belebele.kor_Hang.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "kor_Hang",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "kor_Hang": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




ben_Beng.json

Note

ID: cards.belebele.ben_Beng.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "ben_Beng",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "ben_Beng": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




kat_Geor.json

Note

ID: cards.belebele.kat_Geor.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "kat_Geor",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "kat_Geor": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




slk_Latn.json

Note

ID: cards.belebele.slk_Latn.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "slk_Latn",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "slk_Latn": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




ell_Grek.json

Note

ID: cards.belebele.ell_Grek.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "ell_Grek",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "ell_Grek": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




pbt_Arab.json

Note

ID: cards.belebele.pbt_Arab.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "pbt_Arab",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "pbt_Arab": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




khk_Cyrl.json

Note

ID: cards.belebele.khk_Cyrl.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "khk_Cyrl",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "khk_Cyrl": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




arb_Latn.json

Note

ID: cards.belebele.arb_Latn.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "arb_Latn",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "arb_Latn": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




eng_Latn.json

Note

ID: cards.belebele.eng_Latn.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "eng_Latn",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "eng_Latn": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




war_Latn.json

Note

ID: cards.belebele.war_Latn.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "war_Latn",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "war_Latn": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




tso_Latn.json

Note

ID: cards.belebele.tso_Latn.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "tso_Latn",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "tso_Latn": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




kea_Latn.json

Note

ID: cards.belebele.kea_Latn.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "kea_Latn",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "kea_Latn": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




ind_Latn.json

Note

ID: cards.belebele.ind_Latn.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "ind_Latn",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "ind_Latn": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




zsm_Latn.json

Note

ID: cards.belebele.zsm_Latn.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "zsm_Latn",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "zsm_Latn": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




mar_Deva.json

Note

ID: cards.belebele.mar_Deva.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "mar_Deva",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "mar_Deva": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




spa_Latn.json

Note

ID: cards.belebele.spa_Latn.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "spa_Latn",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "spa_Latn": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




npi_Latn.json

Note

ID: cards.belebele.npi_Latn.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "npi_Latn",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "npi_Latn": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




ron_Latn.json

Note

ID: cards.belebele.ron_Latn.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "ron_Latn",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "ron_Latn": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




khm_Khmr.json

Note

ID: cards.belebele.khm_Khmr.json | Type: TaskCard

{
    "loader": {
        "name": "default",
        "path": "facebook/belebele",
        "split": "khm_Khmr",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "khm_Khmr": "test"
            },
            "type": "rename_splits"
        },
        {
            "fields": [
                "mc_answer1",
                "mc_answer2",
                "mc_answer3",
                "mc_answer4"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "correct_answer_num": "answer",
                "flores_passage": "context"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.context_no_intro.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.context_no_intro.all, tasks.qa.multiple_choice.contextual




wmt_en_ro.json

Note

ID: cards.wmt_en_ro.json | Type: TaskCard

{
    "loader": {
        "name": "ro-en",
        "path": "wmt16",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mix": {
                "test": "test",
                "train": "train",
                "validation": "validation"
            },
            "type": "split_random_mix"
        },
        {
            "field_to_field": [
                [
                    "translation/en",
                    "en"
                ],
                [
                    "translation/ro",
                    "ro"
                ]
            ],
            "type": "copy_fields",
            "use_query": true
        }
    ],
    "task": {
        "inputs": [
            "en"
        ],
        "metrics": [
            "metrics.bleu"
        ],
        "outputs": [
            "ro"
        ],
        "type": "form_task"
    },
    "templates": {
        "items": [
            {
                "input_format": "{en}",
                "output_format": "{ro}",
                "type": "input_output_template"
            }
        ],
        "type": "templates_list"
    },
    "type": "task_card"
}

References: metrics.bleu




winogrande


xs.json

Note

ID: cards.winogrande.xs.json | Type: TaskCard

{
    "loader": {
        "name": "winogrande_xs",
        "path": "winogrande",
        "type": "load_hf"
    },
    "preprocess_steps": [
        "splitters.small_no_test",
        {
            "fields": [
                "option1",
                "option2"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        },
        {
            "field_to_field": {
                "sentence": "question"
            },
            "type": "rename_fields"
        }
    ],
    "task": "tasks.qa.multiple_choice.original",
    "templates": "templates.qa.multiple_choice.no_intro.all",
    "type": "task_card"
}

References: tasks.qa.multiple_choice.original, splitters.small_no_test, templates.qa.multiple_choice.no_intro.all




m.json

Note

ID: cards.winogrande.m.json | Type: TaskCard

{
    "loader": {
        "name": "winogrande_m",
        "path": "winogrande",
        "type": "load_hf"
    },
    "preprocess_steps": [
        "splitters.small_no_test",
        {
            "fields": [
                "option1",
                "option2"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        },
        {
            "field_to_field": {
                "sentence": "question"
            },
            "type": "rename_fields"
        }
    ],
    "task": "tasks.qa.multiple_choice.original",
    "templates": "templates.qa.multiple_choice.no_intro.all",
    "type": "task_card"
}

References: tasks.qa.multiple_choice.original, splitters.small_no_test, templates.qa.multiple_choice.no_intro.all




debiased.json

Note

ID: cards.winogrande.debiased.json | Type: TaskCard

{
    "loader": {
        "name": "winogrande_debiased",
        "path": "winogrande",
        "type": "load_hf"
    },
    "preprocess_steps": [
        "splitters.small_no_test",
        {
            "fields": [
                "option1",
                "option2"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        },
        {
            "field_to_field": {
                "sentence": "question"
            },
            "type": "rename_fields"
        }
    ],
    "task": "tasks.qa.multiple_choice.original",
    "templates": "templates.qa.multiple_choice.no_intro.all",
    "type": "task_card"
}

References: tasks.qa.multiple_choice.original, splitters.small_no_test, templates.qa.multiple_choice.no_intro.all




xl.json

Note

ID: cards.winogrande.xl.json | Type: TaskCard

{
    "loader": {
        "name": "winogrande_xl",
        "path": "winogrande",
        "type": "load_hf"
    },
    "preprocess_steps": [
        "splitters.small_no_test",
        {
            "fields": [
                "option1",
                "option2"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        },
        {
            "field_to_field": {
                "sentence": "question"
            },
            "type": "rename_fields"
        }
    ],
    "task": "tasks.qa.multiple_choice.original",
    "templates": "templates.qa.multiple_choice.no_intro.all",
    "type": "task_card"
}

References: tasks.qa.multiple_choice.original, splitters.small_no_test, templates.qa.multiple_choice.no_intro.all




s.json

Note

ID: cards.winogrande.s.json | Type: TaskCard

{
    "loader": {
        "name": "winogrande_s",
        "path": "winogrande",
        "type": "load_hf"
    },
    "preprocess_steps": [
        "splitters.small_no_test",
        {
            "fields": [
                "option1",
                "option2"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        },
        {
            "field_to_field": {
                "sentence": "question"
            },
            "type": "rename_fields"
        }
    ],
    "task": "tasks.qa.multiple_choice.original",
    "templates": "templates.qa.multiple_choice.no_intro.all",
    "type": "task_card"
}

References: tasks.qa.multiple_choice.original, splitters.small_no_test, templates.qa.multiple_choice.no_intro.all




l.json

Note

ID: cards.winogrande.l.json | Type: TaskCard

{
    "loader": {
        "name": "winogrande_l",
        "path": "winogrande",
        "type": "load_hf"
    },
    "preprocess_steps": [
        "splitters.small_no_test",
        {
            "fields": [
                "option1",
                "option2"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        },
        {
            "field_to_field": {
                "sentence": "question"
            },
            "type": "rename_fields"
        }
    ],
    "task": "tasks.qa.multiple_choice.original",
    "templates": "templates.qa.multiple_choice.no_intro.all",
    "type": "task_card"
}

References: tasks.qa.multiple_choice.original, splitters.small_no_test, templates.qa.multiple_choice.no_intro.all




wmt


en_de.json

Note

ID: cards.wmt.en_de.json | Type: TaskCard

{
    "loader": {
        "name": "de-en",
        "path": "wmt16",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "field_to_field": [
                [
                    "translation/en",
                    "text"
                ],
                [
                    "translation/de",
                    "translation"
                ]
            ],
            "type": "copy_fields",
            "use_query": true
        },
        {
            "fields": {
                "source_language": "english",
                "target_language": "deutch"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.translation.directed",
    "templates": "templates.translation.directed.all",
    "type": "task_card"
}

References: templates.translation.directed.all, tasks.translation.directed




en_fr.json

Note

ID: cards.wmt.en_fr.json | Type: TaskCard

{
    "loader": {
        "name": "fr-en",
        "path": "wmt14",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "field_to_field": [
                [
                    "translation/en",
                    "text"
                ],
                [
                    "translation/fr",
                    "translation"
                ]
            ],
            "type": "copy_fields",
            "use_query": true
        },
        {
            "fields": {
                "source_language": "english",
                "target_language": "french"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.translation.directed",
    "templates": "templates.translation.directed.all",
    "type": "task_card"
}

References: templates.translation.directed.all, tasks.translation.directed




en_ro.json

Note

ID: cards.wmt.en_ro.json | Type: TaskCard

{
    "loader": {
        "name": "ro-en",
        "path": "wmt16",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "field_to_field": [
                [
                    "translation/en",
                    "text"
                ],
                [
                    "translation/ro",
                    "translation"
                ]
            ],
            "type": "copy_fields",
            "use_query": true
        },
        {
            "fields": {
                "source_language": "english",
                "target_language": "romanian"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.translation.directed",
    "templates": "templates.translation.directed.all",
    "type": "task_card"
}

References: templates.translation.directed.all, tasks.translation.directed




xlsum


gujarati.json

Note

ID: cards.xlsum.gujarati.json | Type: TaskCard

{
    "loader": {
        "name": "gujarati",
        "path": "GEM/xlsum",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "field_to_field": {
                "target": "summary",
                "text": "document"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "document_type": "document"
            },
            "type": "add_fields"
        }
    ],
    "task": {
        "inputs": [
            "document",
            "document_type"
        ],
        "metrics": [
            "metrics.rouge"
        ],
        "outputs": [
            "summary"
        ],
        "type": "form_task"
    },
    "templates": {
        "items": [
            {
                "input_format": "{document}",
                "output_format": "{summary}",
                "type": "input_output_template"
            }
        ],
        "type": "templates_list"
    },
    "type": "task_card"
}

References: metrics.rouge




chinese_traditional.json

Note

ID: cards.xlsum.chinese_traditional.json | Type: TaskCard

{
    "loader": {
        "name": "chinese_traditional",
        "path": "GEM/xlsum",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "field_to_field": {
                "target": "summary",
                "text": "document"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "document_type": "document"
            },
            "type": "add_fields"
        }
    ],
    "task": {
        "inputs": [
            "document",
            "document_type"
        ],
        "metrics": [
            "metrics.rouge"
        ],
        "outputs": [
            "summary"
        ],
        "type": "form_task"
    },
    "templates": {
        "items": [
            {
                "input_format": "{document}",
                "output_format": "{summary}",
                "type": "input_output_template"
            }
        ],
        "type": "templates_list"
    },
    "type": "task_card"
}

References: metrics.rouge




vietnamese.json

Note

ID: cards.xlsum.vietnamese.json | Type: TaskCard

{
    "loader": {
        "name": "vietnamese",
        "path": "GEM/xlsum",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "field_to_field": {
                "target": "summary",
                "text": "document"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "document_type": "document"
            },
            "type": "add_fields"
        }
    ],
    "task": {
        "inputs": [
            "document",
            "document_type"
        ],
        "metrics": [
            "metrics.rouge"
        ],
        "outputs": [
            "summary"
        ],
        "type": "form_task"
    },
    "templates": {
        "items": [
            {
                "input_format": "{document}",
                "output_format": "{summary}",
                "type": "input_output_template"
            }
        ],
        "type": "templates_list"
    },
    "type": "task_card"
}

References: metrics.rouge




nepali.json

Note

ID: cards.xlsum.nepali.json | Type: TaskCard

{
    "loader": {
        "name": "nepali",
        "path": "GEM/xlsum",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "field_to_field": {
                "target": "summary",
                "text": "document"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "document_type": "document"
            },
            "type": "add_fields"
        }
    ],
    "task": {
        "inputs": [
            "document",
            "document_type"
        ],
        "metrics": [
            "metrics.rouge"
        ],
        "outputs": [
            "summary"
        ],
        "type": "form_task"
    },
    "templates": {
        "items": [
            {
                "input_format": "{document}",
                "output_format": "{summary}",
                "type": "input_output_template"
            }
        ],
        "type": "templates_list"
    },
    "type": "task_card"
}

References: metrics.rouge




pashto.json

Note

ID: cards.xlsum.pashto.json | Type: TaskCard

{
    "loader": {
        "name": "pashto",
        "path": "GEM/xlsum",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "field_to_field": {
                "target": "summary",
                "text": "document"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "document_type": "document"
            },
            "type": "add_fields"
        }
    ],
    "task": {
        "inputs": [
            "document",
            "document_type"
        ],
        "metrics": [
            "metrics.rouge"
        ],
        "outputs": [
            "summary"
        ],
        "type": "form_task"
    },
    "templates": {
        "items": [
            {
                "input_format": "{document}",
                "output_format": "{summary}",
                "type": "input_output_template"
            }
        ],
        "type": "templates_list"
    },
    "type": "task_card"
}

References: metrics.rouge




russian.json

Note

ID: cards.xlsum.russian.json | Type: TaskCard

{
    "loader": {
        "name": "russian",
        "path": "GEM/xlsum",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "field_to_field": {
                "target": "summary",
                "text": "document"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "document_type": "document"
            },
            "type": "add_fields"
        }
    ],
    "task": {
        "inputs": [
            "document",
            "document_type"
        ],
        "metrics": [
            "metrics.rouge"
        ],
        "outputs": [
            "summary"
        ],
        "type": "form_task"
    },
    "templates": {
        "items": [
            {
                "input_format": "{document}",
                "output_format": "{summary}",
                "type": "input_output_template"
            }
        ],
        "type": "templates_list"
    },
    "type": "task_card"
}

References: metrics.rouge




korean.json

Note

ID: cards.xlsum.korean.json | Type: TaskCard

{
    "loader": {
        "name": "korean",
        "path": "GEM/xlsum",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "field_to_field": {
                "target": "summary",
                "text": "document"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "document_type": "document"
            },
            "type": "add_fields"
        }
    ],
    "task": {
        "inputs": [
            "document",
            "document_type"
        ],
        "metrics": [
            "metrics.rouge"
        ],
        "outputs": [
            "summary"
        ],
        "type": "form_task"
    },
    "templates": {
        "items": [
            {
                "input_format": "{document}",
                "output_format": "{summary}",
                "type": "input_output_template"
            }
        ],
        "type": "templates_list"
    },
    "type": "task_card"
}

References: metrics.rouge




punjabi.json

Note

ID: cards.xlsum.punjabi.json | Type: TaskCard

{
    "loader": {
        "name": "punjabi",
        "path": "GEM/xlsum",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "field_to_field": {
                "target": "summary",
                "text": "document"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "document_type": "document"
            },
            "type": "add_fields"
        }
    ],
    "task": {
        "inputs": [
            "document",
            "document_type"
        ],
        "metrics": [
            "metrics.rouge"
        ],
        "outputs": [
            "summary"
        ],
        "type": "form_task"
    },
    "templates": {
        "items": [
            {
                "input_format": "{document}",
                "output_format": "{summary}",
                "type": "input_output_template"
            }
        ],
        "type": "templates_list"
    },
    "type": "task_card"
}

References: metrics.rouge




thai.json

Note

ID: cards.xlsum.thai.json | Type: TaskCard

{
    "loader": {
        "name": "thai",
        "path": "GEM/xlsum",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "field_to_field": {
                "target": "summary",
                "text": "document"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "document_type": "document"
            },
            "type": "add_fields"
        }
    ],
    "task": {
        "inputs": [
            "document",
            "document_type"
        ],
        "metrics": [
            "metrics.rouge"
        ],
        "outputs": [
            "summary"
        ],
        "type": "form_task"
    },
    "templates": {
        "items": [
            {
                "input_format": "{document}",
                "output_format": "{summary}",
                "type": "input_output_template"
            }
        ],
        "type": "templates_list"
    },
    "type": "task_card"
}

References: metrics.rouge




persian.json

Note

ID: cards.xlsum.persian.json | Type: TaskCard

{
    "loader": {
        "name": "persian",
        "path": "GEM/xlsum",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "field_to_field": {
                "target": "summary",
                "text": "document"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "document_type": "document"
            },
            "type": "add_fields"
        }
    ],
    "task": {
        "inputs": [
            "document",
            "document_type"
        ],
        "metrics": [
            "metrics.rouge"
        ],
        "outputs": [
            "summary"
        ],
        "type": "form_task"
    },
    "templates": {
        "items": [
            {
                "input_format": "{document}",
                "output_format": "{summary}",
                "type": "input_output_template"
            }
        ],
        "type": "templates_list"
    },
    "type": "task_card"
}

References: metrics.rouge




serbian_cyrillic.json

Note

ID: cards.xlsum.serbian_cyrillic.json | Type: TaskCard

{
    "loader": {
        "name": "serbian_cyrillic",
        "path": "GEM/xlsum",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "field_to_field": {
                "target": "summary",
                "text": "document"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "document_type": "document"
            },
            "type": "add_fields"
        }
    ],
    "task": {
        "inputs": [
            "document",
            "document_type"
        ],
        "metrics": [
            "metrics.rouge"
        ],
        "outputs": [
            "summary"
        ],
        "type": "form_task"
    },
    "templates": {
        "items": [
            {
                "input_format": "{document}",
                "output_format": "{summary}",
                "type": "input_output_template"
            }
        ],
        "type": "templates_list"
    },
    "type": "task_card"
}

References: metrics.rouge




kirundi.json

Note

ID: cards.xlsum.kirundi.json | Type: TaskCard

{
    "loader": {
        "name": "kirundi",
        "path": "GEM/xlsum",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "field_to_field": {
                "target": "summary",
                "text": "document"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "document_type": "document"
            },
            "type": "add_fields"
        }
    ],
    "task": {
        "inputs": [
            "document",
            "document_type"
        ],
        "metrics": [
            "metrics.rouge"
        ],
        "outputs": [
            "summary"
        ],
        "type": "form_task"
    },
    "templates": {
        "items": [
            {
                "input_format": "{document}",
                "output_format": "{summary}",
                "type": "input_output_template"
            }
        ],
        "type": "templates_list"
    },
    "type": "task_card"
}

References: metrics.rouge




indonesian.json

Note

ID: cards.xlsum.indonesian.json | Type: TaskCard

{
    "loader": {
        "name": "indonesian",
        "path": "GEM/xlsum",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "field_to_field": {
                "target": "summary",
                "text": "document"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "document_type": "document"
            },
            "type": "add_fields"
        }
    ],
    "task": {
        "inputs": [
            "document",
            "document_type"
        ],
        "metrics": [
            "metrics.rouge"
        ],
        "outputs": [
            "summary"
        ],
        "type": "form_task"
    },
    "templates": {
        "items": [
            {
                "input_format": "{document}",
                "output_format": "{summary}",
                "type": "input_output_template"
            }
        ],
        "type": "templates_list"
    },
    "type": "task_card"
}

References: metrics.rouge




serbian_latin.json

Note

ID: cards.xlsum.serbian_latin.json | Type: TaskCard

{
    "loader": {
        "name": "serbian_latin",
        "path": "GEM/xlsum",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "field_to_field": {
                "target": "summary",
                "text": "document"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "document_type": "document"
            },
            "type": "add_fields"
        }
    ],
    "task": {
        "inputs": [
            "document",
            "document_type"
        ],
        "metrics": [
            "metrics.rouge"
        ],
        "outputs": [
            "summary"
        ],
        "type": "form_task"
    },
    "templates": {
        "items": [
            {
                "input_format": "{document}",
                "output_format": "{summary}",
                "type": "input_output_template"
            }
        ],
        "type": "templates_list"
    },
    "type": "task_card"
}

References: metrics.rouge




turkish.json

Note

ID: cards.xlsum.turkish.json | Type: TaskCard

{
    "loader": {
        "name": "turkish",
        "path": "GEM/xlsum",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "field_to_field": {
                "target": "summary",
                "text": "document"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "document_type": "document"
            },
            "type": "add_fields"
        }
    ],
    "task": {
        "inputs": [
            "document",
            "document_type"
        ],
        "metrics": [
            "metrics.rouge"
        ],
        "outputs": [
            "summary"
        ],
        "type": "form_task"
    },
    "templates": {
        "items": [
            {
                "input_format": "{document}",
                "output_format": "{summary}",
                "type": "input_output_template"
            }
        ],
        "type": "templates_list"
    },
    "type": "task_card"
}

References: metrics.rouge




oromo.json

Note

ID: cards.xlsum.oromo.json | Type: TaskCard

{
    "loader": {
        "name": "oromo",
        "path": "GEM/xlsum",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "field_to_field": {
                "target": "summary",
                "text": "document"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "document_type": "document"
            },
            "type": "add_fields"
        }
    ],
    "task": {
        "inputs": [
            "document",
            "document_type"
        ],
        "metrics": [
            "metrics.rouge"
        ],
        "outputs": [
            "summary"
        ],
        "type": "form_task"
    },
    "templates": {
        "items": [
            {
                "input_format": "{document}",
                "output_format": "{summary}",
                "type": "input_output_template"
            }
        ],
        "type": "templates_list"
    },
    "type": "task_card"
}

References: metrics.rouge




welsh.json

Note

ID: cards.xlsum.welsh.json | Type: TaskCard

{
    "loader": {
        "name": "welsh",
        "path": "GEM/xlsum",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "field_to_field": {
                "target": "summary",
                "text": "document"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "document_type": "document"
            },
            "type": "add_fields"
        }
    ],
    "task": {
        "inputs": [
            "document",
            "document_type"
        ],
        "metrics": [
            "metrics.rouge"
        ],
        "outputs": [
            "summary"
        ],
        "type": "form_task"
    },
    "templates": {
        "items": [
            {
                "input_format": "{document}",
                "output_format": "{summary}",
                "type": "input_output_template"
            }
        ],
        "type": "templates_list"
    },
    "type": "task_card"
}

References: metrics.rouge




burmese.json

Note

ID: cards.xlsum.burmese.json | Type: TaskCard

{
    "loader": {
        "name": "burmese",
        "path": "GEM/xlsum",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "field_to_field": {
                "target": "summary",
                "text": "document"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "document_type": "document"
            },
            "type": "add_fields"
        }
    ],
    "task": {
        "inputs": [
            "document",
            "document_type"
        ],
        "metrics": [
            "metrics.rouge"
        ],
        "outputs": [
            "summary"
        ],
        "type": "form_task"
    },
    "templates": {
        "items": [
            {
                "input_format": "{document}",
                "output_format": "{summary}",
                "type": "input_output_template"
            }
        ],
        "type": "templates_list"
    },
    "type": "task_card"
}

References: metrics.rouge




hausa.json

Note

ID: cards.xlsum.hausa.json | Type: TaskCard

{
    "loader": {
        "name": "hausa",
        "path": "GEM/xlsum",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "field_to_field": {
                "target": "summary",
                "text": "document"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "document_type": "document"
            },
            "type": "add_fields"
        }
    ],
    "task": {
        "inputs": [
            "document",
            "document_type"
        ],
        "metrics": [
            "metrics.rouge"
        ],
        "outputs": [
            "summary"
        ],
        "type": "form_task"
    },
    "templates": {
        "items": [
            {
                "input_format": "{document}",
                "output_format": "{summary}",
                "type": "input_output_template"
            }
        ],
        "type": "templates_list"
    },
    "type": "task_card"
}

References: metrics.rouge




urdu.json

Note

ID: cards.xlsum.urdu.json | Type: TaskCard

{
    "loader": {
        "name": "urdu",
        "path": "GEM/xlsum",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "field_to_field": {
                "target": "summary",
                "text": "document"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "document_type": "document"
            },
            "type": "add_fields"
        }
    ],
    "task": {
        "inputs": [
            "document",
            "document_type"
        ],
        "metrics": [
            "metrics.rouge"
        ],
        "outputs": [
            "summary"
        ],
        "type": "form_task"
    },
    "templates": {
        "items": [
            {
                "input_format": "{document}",
                "output_format": "{summary}",
                "type": "input_output_template"
            }
        ],
        "type": "templates_list"
    },
    "type": "task_card"
}

References: metrics.rouge




bengali.json

Note

ID: cards.xlsum.bengali.json | Type: TaskCard

{
    "loader": {
        "name": "bengali",
        "path": "GEM/xlsum",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "field_to_field": {
                "target": "summary",
                "text": "document"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "document_type": "document"
            },
            "type": "add_fields"
        }
    ],
    "task": {
        "inputs": [
            "document",
            "document_type"
        ],
        "metrics": [
            "metrics.rouge"
        ],
        "outputs": [
            "summary"
        ],
        "type": "form_task"
    },
    "templates": {
        "items": [
            {
                "input_format": "{document}",
                "output_format": "{summary}",
                "type": "input_output_template"
            }
        ],
        "type": "templates_list"
    },
    "type": "task_card"
}

References: metrics.rouge




portuguese.json

Note

ID: cards.xlsum.portuguese.json | Type: TaskCard

{
    "loader": {
        "name": "portuguese",
        "path": "GEM/xlsum",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "field_to_field": {
                "target": "summary",
                "text": "document"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "document_type": "document"
            },
            "type": "add_fields"
        }
    ],
    "task": {
        "inputs": [
            "document",
            "document_type"
        ],
        "metrics": [
            "metrics.rouge"
        ],
        "outputs": [
            "summary"
        ],
        "type": "form_task"
    },
    "templates": {
        "items": [
            {
                "input_format": "{document}",
                "output_format": "{summary}",
                "type": "input_output_template"
            }
        ],
        "type": "templates_list"
    },
    "type": "task_card"
}

References: metrics.rouge




french.json

Note

ID: cards.xlsum.french.json | Type: TaskCard

{
    "loader": {
        "name": "french",
        "path": "GEM/xlsum",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "field_to_field": {
                "target": "summary",
                "text": "document"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "document_type": "document"
            },
            "type": "add_fields"
        }
    ],
    "task": {
        "inputs": [
            "document",
            "document_type"
        ],
        "metrics": [
            "metrics.rouge"
        ],
        "outputs": [
            "summary"
        ],
        "type": "form_task"
    },
    "templates": {
        "items": [
            {
                "input_format": "{document}",
                "output_format": "{summary}",
                "type": "input_output_template"
            }
        ],
        "type": "templates_list"
    },
    "type": "task_card"
}

References: metrics.rouge




marathi.json

Note

ID: cards.xlsum.marathi.json | Type: TaskCard

{
    "loader": {
        "name": "marathi",
        "path": "GEM/xlsum",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "field_to_field": {
                "target": "summary",
                "text": "document"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "document_type": "document"
            },
            "type": "add_fields"
        }
    ],
    "task": {
        "inputs": [
            "document",
            "document_type"
        ],
        "metrics": [
            "metrics.rouge"
        ],
        "outputs": [
            "summary"
        ],
        "type": "form_task"
    },
    "templates": {
        "items": [
            {
                "input_format": "{document}",
                "output_format": "{summary}",
                "type": "input_output_template"
            }
        ],
        "type": "templates_list"
    },
    "type": "task_card"
}

References: metrics.rouge




ukrainian.json

Note

ID: cards.xlsum.ukrainian.json | Type: TaskCard

{
    "loader": {
        "name": "ukrainian",
        "path": "GEM/xlsum",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "field_to_field": {
                "target": "summary",
                "text": "document"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "document_type": "document"
            },
            "type": "add_fields"
        }
    ],
    "task": {
        "inputs": [
            "document",
            "document_type"
        ],
        "metrics": [
            "metrics.rouge"
        ],
        "outputs": [
            "summary"
        ],
        "type": "form_task"
    },
    "templates": {
        "items": [
            {
                "input_format": "{document}",
                "output_format": "{summary}",
                "type": "input_output_template"
            }
        ],
        "type": "templates_list"
    },
    "type": "task_card"
}

References: metrics.rouge




tigrinya.json

Note

ID: cards.xlsum.tigrinya.json | Type: TaskCard

{
    "loader": {
        "name": "tigrinya",
        "path": "GEM/xlsum",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "field_to_field": {
                "target": "summary",
                "text": "document"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "document_type": "document"
            },
            "type": "add_fields"
        }
    ],
    "task": {
        "inputs": [
            "document",
            "document_type"
        ],
        "metrics": [
            "metrics.rouge"
        ],
        "outputs": [
            "summary"
        ],
        "type": "form_task"
    },
    "templates": {
        "items": [
            {
                "input_format": "{document}",
                "output_format": "{summary}",
                "type": "input_output_template"
            }
        ],
        "type": "templates_list"
    },
    "type": "task_card"
}

References: metrics.rouge




azerbaijani.json

Note

ID: cards.xlsum.azerbaijani.json | Type: TaskCard

{
    "loader": {
        "name": "azerbaijani",
        "path": "GEM/xlsum",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "field_to_field": {
                "target": "summary",
                "text": "document"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "document_type": "document"
            },
            "type": "add_fields"
        }
    ],
    "task": {
        "inputs": [
            "document",
            "document_type"
        ],
        "metrics": [
            "metrics.rouge"
        ],
        "outputs": [
            "summary"
        ],
        "type": "form_task"
    },
    "templates": {
        "items": [
            {
                "input_format": "{document}",
                "output_format": "{summary}",
                "type": "input_output_template"
            }
        ],
        "type": "templates_list"
    },
    "type": "task_card"
}

References: metrics.rouge




tamil.json

Note

ID: cards.xlsum.tamil.json | Type: TaskCard

{
    "loader": {
        "name": "tamil",
        "path": "GEM/xlsum",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "field_to_field": {
                "target": "summary",
                "text": "document"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "document_type": "document"
            },
            "type": "add_fields"
        }
    ],
    "task": {
        "inputs": [
            "document",
            "document_type"
        ],
        "metrics": [
            "metrics.rouge"
        ],
        "outputs": [
            "summary"
        ],
        "type": "form_task"
    },
    "templates": {
        "items": [
            {
                "input_format": "{document}",
                "output_format": "{summary}",
                "type": "input_output_template"
            }
        ],
        "type": "templates_list"
    },
    "type": "task_card"
}

References: metrics.rouge




igbo.json

Note

ID: cards.xlsum.igbo.json | Type: TaskCard

{
    "loader": {
        "name": "igbo",
        "path": "GEM/xlsum",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "field_to_field": {
                "target": "summary",
                "text": "document"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "document_type": "document"
            },
            "type": "add_fields"
        }
    ],
    "task": {
        "inputs": [
            "document",
            "document_type"
        ],
        "metrics": [
            "metrics.rouge"
        ],
        "outputs": [
            "summary"
        ],
        "type": "form_task"
    },
    "templates": {
        "items": [
            {
                "input_format": "{document}",
                "output_format": "{summary}",
                "type": "input_output_template"
            }
        ],
        "type": "templates_list"
    },
    "type": "task_card"
}

References: metrics.rouge




swahili.json

Note

ID: cards.xlsum.swahili.json | Type: TaskCard

{
    "loader": {
        "name": "swahili",
        "path": "GEM/xlsum",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "field_to_field": {
                "target": "summary",
                "text": "document"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "document_type": "document"
            },
            "type": "add_fields"
        }
    ],
    "task": {
        "inputs": [
            "document",
            "document_type"
        ],
        "metrics": [
            "metrics.rouge"
        ],
        "outputs": [
            "summary"
        ],
        "type": "form_task"
    },
    "templates": {
        "items": [
            {
                "input_format": "{document}",
                "output_format": "{summary}",
                "type": "input_output_template"
            }
        ],
        "type": "templates_list"
    },
    "type": "task_card"
}

References: metrics.rouge




hindi.json

Note

ID: cards.xlsum.hindi.json | Type: TaskCard

{
    "loader": {
        "name": "hindi",
        "path": "GEM/xlsum",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "field_to_field": {
                "target": "summary",
                "text": "document"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "document_type": "document"
            },
            "type": "add_fields"
        }
    ],
    "task": {
        "inputs": [
            "document",
            "document_type"
        ],
        "metrics": [
            "metrics.rouge"
        ],
        "outputs": [
            "summary"
        ],
        "type": "form_task"
    },
    "templates": {
        "items": [
            {
                "input_format": "{document}",
                "output_format": "{summary}",
                "type": "input_output_template"
            }
        ],
        "type": "templates_list"
    },
    "type": "task_card"
}

References: metrics.rouge




yoruba.json

Note

ID: cards.xlsum.yoruba.json | Type: TaskCard

{
    "loader": {
        "name": "yoruba",
        "path": "GEM/xlsum",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "field_to_field": {
                "target": "summary",
                "text": "document"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "document_type": "document"
            },
            "type": "add_fields"
        }
    ],
    "task": {
        "inputs": [
            "document",
            "document_type"
        ],
        "metrics": [
            "metrics.rouge"
        ],
        "outputs": [
            "summary"
        ],
        "type": "form_task"
    },
    "templates": {
        "items": [
            {
                "input_format": "{document}",
                "output_format": "{summary}",
                "type": "input_output_template"
            }
        ],
        "type": "templates_list"
    },
    "type": "task_card"
}

References: metrics.rouge




chinese_simplified.json

Note

ID: cards.xlsum.chinese_simplified.json | Type: TaskCard

{
    "loader": {
        "name": "chinese_simplified",
        "path": "GEM/xlsum",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "field_to_field": {
                "target": "summary",
                "text": "document"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "document_type": "document"
            },
            "type": "add_fields"
        }
    ],
    "task": {
        "inputs": [
            "document",
            "document_type"
        ],
        "metrics": [
            "metrics.rouge"
        ],
        "outputs": [
            "summary"
        ],
        "type": "form_task"
    },
    "templates": {
        "items": [
            {
                "input_format": "{document}",
                "output_format": "{summary}",
                "type": "input_output_template"
            }
        ],
        "type": "templates_list"
    },
    "type": "task_card"
}

References: metrics.rouge




somali.json

Note

ID: cards.xlsum.somali.json | Type: TaskCard

{
    "loader": {
        "name": "somali",
        "path": "GEM/xlsum",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "field_to_field": {
                "target": "summary",
                "text": "document"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "document_type": "document"
            },
            "type": "add_fields"
        }
    ],
    "task": {
        "inputs": [
            "document",
            "document_type"
        ],
        "metrics": [
            "metrics.rouge"
        ],
        "outputs": [
            "summary"
        ],
        "type": "form_task"
    },
    "templates": {
        "items": [
            {
                "input_format": "{document}",
                "output_format": "{summary}",
                "type": "input_output_template"
            }
        ],
        "type": "templates_list"
    },
    "type": "task_card"
}

References: metrics.rouge




english.json

Note

ID: cards.xlsum.english.json | Type: TaskCard

{
    "loader": {
        "name": "english",
        "path": "GEM/xlsum",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "field_to_field": {
                "target": "summary",
                "text": "document"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "document_type": "document"
            },
            "type": "add_fields"
        }
    ],
    "task": {
        "inputs": [
            "document",
            "document_type"
        ],
        "metrics": [
            "metrics.rouge"
        ],
        "outputs": [
            "summary"
        ],
        "type": "form_task"
    },
    "templates": {
        "items": [
            {
                "input_format": "{document}",
                "output_format": "{summary}",
                "type": "input_output_template"
            }
        ],
        "type": "templates_list"
    },
    "type": "task_card"
}

References: metrics.rouge




japanese.json

Note

ID: cards.xlsum.japanese.json | Type: TaskCard

{
    "loader": {
        "name": "japanese",
        "path": "GEM/xlsum",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "field_to_field": {
                "target": "summary",
                "text": "document"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "document_type": "document"
            },
            "type": "add_fields"
        }
    ],
    "task": {
        "inputs": [
            "document",
            "document_type"
        ],
        "metrics": [
            "metrics.rouge"
        ],
        "outputs": [
            "summary"
        ],
        "type": "form_task"
    },
    "templates": {
        "items": [
            {
                "input_format": "{document}",
                "output_format": "{summary}",
                "type": "input_output_template"
            }
        ],
        "type": "templates_list"
    },
    "type": "task_card"
}

References: metrics.rouge




uzbek.json

Note

ID: cards.xlsum.uzbek.json | Type: TaskCard

{
    "loader": {
        "name": "uzbek",
        "path": "GEM/xlsum",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "field_to_field": {
                "target": "summary",
                "text": "document"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "document_type": "document"
            },
            "type": "add_fields"
        }
    ],
    "task": {
        "inputs": [
            "document",
            "document_type"
        ],
        "metrics": [
            "metrics.rouge"
        ],
        "outputs": [
            "summary"
        ],
        "type": "form_task"
    },
    "templates": {
        "items": [
            {
                "input_format": "{document}",
                "output_format": "{summary}",
                "type": "input_output_template"
            }
        ],
        "type": "templates_list"
    },
    "type": "task_card"
}

References: metrics.rouge




arabic.json

Note

ID: cards.xlsum.arabic.json | Type: TaskCard

{
    "loader": {
        "name": "arabic",
        "path": "GEM/xlsum",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "field_to_field": {
                "target": "summary",
                "text": "document"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "document_type": "document"
            },
            "type": "add_fields"
        }
    ],
    "task": {
        "inputs": [
            "document",
            "document_type"
        ],
        "metrics": [
            "metrics.rouge"
        ],
        "outputs": [
            "summary"
        ],
        "type": "form_task"
    },
    "templates": {
        "items": [
            {
                "input_format": "{document}",
                "output_format": "{summary}",
                "type": "input_output_template"
            }
        ],
        "type": "templates_list"
    },
    "type": "task_card"
}

References: metrics.rouge




telugu.json

Note

ID: cards.xlsum.telugu.json | Type: TaskCard

{
    "loader": {
        "name": "telugu",
        "path": "GEM/xlsum",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "field_to_field": {
                "target": "summary",
                "text": "document"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "document_type": "document"
            },
            "type": "add_fields"
        }
    ],
    "task": {
        "inputs": [
            "document",
            "document_type"
        ],
        "metrics": [
            "metrics.rouge"
        ],
        "outputs": [
            "summary"
        ],
        "type": "form_task"
    },
    "templates": {
        "items": [
            {
                "input_format": "{document}",
                "output_format": "{summary}",
                "type": "input_output_template"
            }
        ],
        "type": "templates_list"
    },
    "type": "task_card"
}

References: metrics.rouge




sinhala.json

Note

ID: cards.xlsum.sinhala.json | Type: TaskCard

{
    "loader": {
        "name": "sinhala",
        "path": "GEM/xlsum",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "field_to_field": {
                "target": "summary",
                "text": "document"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "document_type": "document"
            },
            "type": "add_fields"
        }
    ],
    "task": {
        "inputs": [
            "document",
            "document_type"
        ],
        "metrics": [
            "metrics.rouge"
        ],
        "outputs": [
            "summary"
        ],
        "type": "form_task"
    },
    "templates": {
        "items": [
            {
                "input_format": "{document}",
                "output_format": "{summary}",
                "type": "input_output_template"
            }
        ],
        "type": "templates_list"
    },
    "type": "task_card"
}

References: metrics.rouge




kyrgyz.json

Note

ID: cards.xlsum.kyrgyz.json | Type: TaskCard

{
    "loader": {
        "name": "kyrgyz",
        "path": "GEM/xlsum",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "field_to_field": {
                "target": "summary",
                "text": "document"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "document_type": "document"
            },
            "type": "add_fields"
        }
    ],
    "task": {
        "inputs": [
            "document",
            "document_type"
        ],
        "metrics": [
            "metrics.rouge"
        ],
        "outputs": [
            "summary"
        ],
        "type": "form_task"
    },
    "templates": {
        "items": [
            {
                "input_format": "{document}",
                "output_format": "{summary}",
                "type": "input_output_template"
            }
        ],
        "type": "templates_list"
    },
    "type": "task_card"
}

References: metrics.rouge




amharic.json

Note

ID: cards.xlsum.amharic.json | Type: TaskCard

{
    "loader": {
        "name": "amharic",
        "path": "GEM/xlsum",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "field_to_field": {
                "target": "summary",
                "text": "document"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "document_type": "document"
            },
            "type": "add_fields"
        }
    ],
    "task": {
        "inputs": [
            "document",
            "document_type"
        ],
        "metrics": [
            "metrics.rouge"
        ],
        "outputs": [
            "summary"
        ],
        "type": "form_task"
    },
    "templates": {
        "items": [
            {
                "input_format": "{document}",
                "output_format": "{summary}",
                "type": "input_output_template"
            }
        ],
        "type": "templates_list"
    },
    "type": "task_card"
}

References: metrics.rouge




pidgin.json

Note

ID: cards.xlsum.pidgin.json | Type: TaskCard

{
    "loader": {
        "name": "pidgin",
        "path": "GEM/xlsum",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "field_to_field": {
                "target": "summary",
                "text": "document"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "document_type": "document"
            },
            "type": "add_fields"
        }
    ],
    "task": {
        "inputs": [
            "document",
            "document_type"
        ],
        "metrics": [
            "metrics.rouge"
        ],
        "outputs": [
            "summary"
        ],
        "type": "form_task"
    },
    "templates": {
        "items": [
            {
                "input_format": "{document}",
                "output_format": "{summary}",
                "type": "input_output_template"
            }
        ],
        "type": "templates_list"
    },
    "type": "task_card"
}

References: metrics.rouge




spanish.json

Note

ID: cards.xlsum.spanish.json | Type: TaskCard

{
    "loader": {
        "name": "spanish",
        "path": "GEM/xlsum",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "field_to_field": {
                "target": "summary",
                "text": "document"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "document_type": "document"
            },
            "type": "add_fields"
        }
    ],
    "task": {
        "inputs": [
            "document",
            "document_type"
        ],
        "metrics": [
            "metrics.rouge"
        ],
        "outputs": [
            "summary"
        ],
        "type": "form_task"
    },
    "templates": {
        "items": [
            {
                "input_format": "{document}",
                "output_format": "{summary}",
                "type": "input_output_template"
            }
        ],
        "type": "templates_list"
    },
    "type": "task_card"
}

References: metrics.rouge




scottish_gaelic.json

Note

ID: cards.xlsum.scottish_gaelic.json | Type: TaskCard

{
    "loader": {
        "name": "scottish_gaelic",
        "path": "GEM/xlsum",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "field_to_field": {
                "target": "summary",
                "text": "document"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "document_type": "document"
            },
            "type": "add_fields"
        }
    ],
    "task": {
        "inputs": [
            "document",
            "document_type"
        ],
        "metrics": [
            "metrics.rouge"
        ],
        "outputs": [
            "summary"
        ],
        "type": "form_task"
    },
    "templates": {
        "items": [
            {
                "input_format": "{document}",
                "output_format": "{summary}",
                "type": "input_output_template"
            }
        ],
        "type": "templates_list"
    },
    "type": "task_card"
}

References: metrics.rouge




clinc_oos


small.json

Note

ID: cards.clinc_oos.small.json | Type: TaskCard

{
    "loader": {
        "name": "small",
        "path": "clinc_oos",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "field_to_field": {
                "intent": "label"
            },
            "type": "rename_fields"
        },
        {
            "mappers": {
                "label": {
                    "0": "restaurant_reviews",
                    "1": "nutrition_info",
                    "10": "smart_home",
                    "100": "rollover_401k",
                    "101": "pto_request_status",
                    "102": "how_busy",
                    "103": "application_status",
                    "104": "recipe",
                    "105": "calendar_update",
                    "106": "play_music",
                    "107": "yes",
                    "108": "direct_deposit",
                    "109": "credit_limit_change",
                    "11": "user_name",
                    "110": "gas",
                    "111": "pay_bill",
                    "112": "ingredients_list",
                    "113": "lost_luggage",
                    "114": "goodbye",
                    "115": "what_can_i_ask_you",
                    "116": "book_hotel",
                    "117": "are_you_a_bot",
                    "118": "next_song",
                    "119": "change_speed",
                    "12": "report_lost_card",
                    "120": "plug_type",
                    "121": "maybe",
                    "122": "w2",
                    "123": "oil_change_when",
                    "124": "thank_you",
                    "125": "shopping_list_update",
                    "126": "pto_balance",
                    "127": "order_checks",
                    "128": "travel_alert",
                    "129": "fun_fact",
                    "13": "repeat",
                    "130": "sync_device",
                    "131": "schedule_maintenance",
                    "132": "apr",
                    "133": "transfer",
                    "134": "ingredient_substitution",
                    "135": "calories",
                    "136": "current_location",
                    "137": "international_fees",
                    "138": "calculator",
                    "139": "definition",
                    "14": "whisper_mode",
                    "140": "next_holiday",
                    "141": "update_playlist",
                    "142": "mpg",
                    "143": "min_payment",
                    "144": "change_user_name",
                    "145": "restaurant_suggestion",
                    "146": "travel_notification",
                    "147": "cancel",
                    "148": "pto_used",
                    "149": "travel_suggestion",
                    "15": "what_are_your_hobbies",
                    "150": "change_volume",
                    "16": "order",
                    "17": "jump_start",
                    "18": "schedule_meeting",
                    "19": "meeting_schedule",
                    "2": "account_blocked",
                    "20": "freeze_account",
                    "21": "what_song",
                    "22": "meaning_of_life",
                    "23": "restaurant_reservation",
                    "24": "traffic",
                    "25": "make_call",
                    "26": "text",
                    "27": "bill_balance",
                    "28": "improve_credit_score",
                    "29": "change_language",
                    "3": "oil_change_how",
                    "30": "no",
                    "31": "measurement_conversion",
                    "32": "timer",
                    "33": "flip_coin",
                    "34": "do_you_have_pets",
                    "35": "balance",
                    "36": "tell_joke",
                    "37": "last_maintenance",
                    "38": "exchange_rate",
                    "39": "uber",
                    "4": "time",
                    "40": "car_rental",
                    "41": "credit_limit",
                    "42": "oos",
                    "43": "shopping_list",
                    "44": "expiration_date",
                    "45": "routing",
                    "46": "meal_suggestion",
                    "47": "tire_change",
                    "48": "todo_list",
                    "49": "card_declined",
                    "5": "weather",
                    "50": "rewards_balance",
                    "51": "change_accent",
                    "52": "vaccines",
                    "53": "reminder_update",
                    "54": "food_last",
                    "55": "change_ai_name",
                    "56": "bill_due",
                    "57": "who_do_you_work_for",
                    "58": "share_location",
                    "59": "international_visa",
                    "6": "redeem_rewards",
                    "60": "calendar",
                    "61": "translate",
                    "62": "carry_on",
                    "63": "book_flight",
                    "64": "insurance_change",
                    "65": "todo_list_update",
                    "66": "timezone",
                    "67": "cancel_reservation",
                    "68": "transactions",
                    "69": "credit_score",
                    "7": "interest_rate",
                    "70": "report_fraud",
                    "71": "spending_history",
                    "72": "directions",
                    "73": "spelling",
                    "74": "insurance",
                    "75": "what_is_your_name",
                    "76": "reminder",
                    "77": "where_are_you_from",
                    "78": "distance",
                    "79": "payday",
                    "8": "gas_type",
                    "80": "flight_status",
                    "81": "find_phone",
                    "82": "greeting",
                    "83": "alarm",
                    "84": "order_status",
                    "85": "confirm_reservation",
                    "86": "cook_time",
                    "87": "damaged_card",
                    "88": "reset_settings",
                    "89": "pin_change",
                    "9": "accept_reservations",
                    "90": "replacement_card_duration",
                    "91": "new_card",
                    "92": "roll_dice",
                    "93": "income",
                    "94": "taxes",
                    "95": "date",
                    "96": "who_made_you",
                    "97": "pto_request",
                    "98": "tire_pressure",
                    "99": "how_old_are_you"
                }
            },
            "type": "map_instance_values"
        },
        {
            "fields": {
                "classes": [
                    "restaurant_reviews",
                    "nutrition_info",
                    "account_blocked",
                    "oil_change_how",
                    "time",
                    "weather",
                    "redeem_rewards",
                    "interest_rate",
                    "gas_type",
                    "accept_reservations",
                    "smart_home",
                    "user_name",
                    "report_lost_card",
                    "repeat",
                    "whisper_mode",
                    "what_are_your_hobbies",
                    "order",
                    "jump_start",
                    "schedule_meeting",
                    "meeting_schedule",
                    "freeze_account",
                    "what_song",
                    "meaning_of_life",
                    "restaurant_reservation",
                    "traffic",
                    "make_call",
                    "text",
                    "bill_balance",
                    "improve_credit_score",
                    "change_language",
                    "no",
                    "measurement_conversion",
                    "timer",
                    "flip_coin",
                    "do_you_have_pets",
                    "balance",
                    "tell_joke",
                    "last_maintenance",
                    "exchange_rate",
                    "uber",
                    "car_rental",
                    "credit_limit",
                    "oos",
                    "shopping_list",
                    "expiration_date",
                    "routing",
                    "meal_suggestion",
                    "tire_change",
                    "todo_list",
                    "card_declined",
                    "rewards_balance",
                    "change_accent",
                    "vaccines",
                    "reminder_update",
                    "food_last",
                    "change_ai_name",
                    "bill_due",
                    "who_do_you_work_for",
                    "share_location",
                    "international_visa",
                    "calendar",
                    "translate",
                    "carry_on",
                    "book_flight",
                    "insurance_change",
                    "todo_list_update",
                    "timezone",
                    "cancel_reservation",
                    "transactions",
                    "credit_score",
                    "report_fraud",
                    "spending_history",
                    "directions",
                    "spelling",
                    "insurance",
                    "what_is_your_name",
                    "reminder",
                    "where_are_you_from",
                    "distance",
                    "payday",
                    "flight_status",
                    "find_phone",
                    "greeting",
                    "alarm",
                    "order_status",
                    "confirm_reservation",
                    "cook_time",
                    "damaged_card",
                    "reset_settings",
                    "pin_change",
                    "replacement_card_duration",
                    "new_card",
                    "roll_dice",
                    "income",
                    "taxes",
                    "date",
                    "who_made_you",
                    "pto_request",
                    "tire_pressure",
                    "how_old_are_you",
                    "rollover_401k",
                    "pto_request_status",
                    "how_busy",
                    "application_status",
                    "recipe",
                    "calendar_update",
                    "play_music",
                    "yes",
                    "direct_deposit",
                    "credit_limit_change",
                    "gas",
                    "pay_bill",
                    "ingredients_list",
                    "lost_luggage",
                    "goodbye",
                    "what_can_i_ask_you",
                    "book_hotel",
                    "are_you_a_bot",
                    "next_song",
                    "change_speed",
                    "plug_type",
                    "maybe",
                    "w2",
                    "oil_change_when",
                    "thank_you",
                    "shopping_list_update",
                    "pto_balance",
                    "order_checks",
                    "travel_alert",
                    "fun_fact",
                    "sync_device",
                    "schedule_maintenance",
                    "apr",
                    "transfer",
                    "ingredient_substitution",
                    "calories",
                    "current_location",
                    "international_fees",
                    "calculator",
                    "definition",
                    "next_holiday",
                    "update_playlist",
                    "mpg",
                    "min_payment",
                    "change_user_name",
                    "restaurant_suggestion",
                    "travel_notification",
                    "cancel",
                    "pto_used",
                    "travel_suggestion",
                    "change_volume"
                ],
                "text_type": "sentence",
                "type_of_class": "intent"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.classification.multi_class",
    "templates": "templates.classification.multi_class.all",
    "type": "task_card"
}

References: tasks.classification.multi_class, templates.classification.multi_class.all




plus.json

Note

ID: cards.clinc_oos.plus.json | Type: TaskCard

{
    "loader": {
        "name": "plus",
        "path": "clinc_oos",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "field_to_field": {
                "intent": "label"
            },
            "type": "rename_fields"
        },
        {
            "mappers": {
                "label": {
                    "0": "restaurant_reviews",
                    "1": "nutrition_info",
                    "10": "smart_home",
                    "100": "rollover_401k",
                    "101": "pto_request_status",
                    "102": "how_busy",
                    "103": "application_status",
                    "104": "recipe",
                    "105": "calendar_update",
                    "106": "play_music",
                    "107": "yes",
                    "108": "direct_deposit",
                    "109": "credit_limit_change",
                    "11": "user_name",
                    "110": "gas",
                    "111": "pay_bill",
                    "112": "ingredients_list",
                    "113": "lost_luggage",
                    "114": "goodbye",
                    "115": "what_can_i_ask_you",
                    "116": "book_hotel",
                    "117": "are_you_a_bot",
                    "118": "next_song",
                    "119": "change_speed",
                    "12": "report_lost_card",
                    "120": "plug_type",
                    "121": "maybe",
                    "122": "w2",
                    "123": "oil_change_when",
                    "124": "thank_you",
                    "125": "shopping_list_update",
                    "126": "pto_balance",
                    "127": "order_checks",
                    "128": "travel_alert",
                    "129": "fun_fact",
                    "13": "repeat",
                    "130": "sync_device",
                    "131": "schedule_maintenance",
                    "132": "apr",
                    "133": "transfer",
                    "134": "ingredient_substitution",
                    "135": "calories",
                    "136": "current_location",
                    "137": "international_fees",
                    "138": "calculator",
                    "139": "definition",
                    "14": "whisper_mode",
                    "140": "next_holiday",
                    "141": "update_playlist",
                    "142": "mpg",
                    "143": "min_payment",
                    "144": "change_user_name",
                    "145": "restaurant_suggestion",
                    "146": "travel_notification",
                    "147": "cancel",
                    "148": "pto_used",
                    "149": "travel_suggestion",
                    "15": "what_are_your_hobbies",
                    "150": "change_volume",
                    "16": "order",
                    "17": "jump_start",
                    "18": "schedule_meeting",
                    "19": "meeting_schedule",
                    "2": "account_blocked",
                    "20": "freeze_account",
                    "21": "what_song",
                    "22": "meaning_of_life",
                    "23": "restaurant_reservation",
                    "24": "traffic",
                    "25": "make_call",
                    "26": "text",
                    "27": "bill_balance",
                    "28": "improve_credit_score",
                    "29": "change_language",
                    "3": "oil_change_how",
                    "30": "no",
                    "31": "measurement_conversion",
                    "32": "timer",
                    "33": "flip_coin",
                    "34": "do_you_have_pets",
                    "35": "balance",
                    "36": "tell_joke",
                    "37": "last_maintenance",
                    "38": "exchange_rate",
                    "39": "uber",
                    "4": "time",
                    "40": "car_rental",
                    "41": "credit_limit",
                    "42": "oos",
                    "43": "shopping_list",
                    "44": "expiration_date",
                    "45": "routing",
                    "46": "meal_suggestion",
                    "47": "tire_change",
                    "48": "todo_list",
                    "49": "card_declined",
                    "5": "weather",
                    "50": "rewards_balance",
                    "51": "change_accent",
                    "52": "vaccines",
                    "53": "reminder_update",
                    "54": "food_last",
                    "55": "change_ai_name",
                    "56": "bill_due",
                    "57": "who_do_you_work_for",
                    "58": "share_location",
                    "59": "international_visa",
                    "6": "redeem_rewards",
                    "60": "calendar",
                    "61": "translate",
                    "62": "carry_on",
                    "63": "book_flight",
                    "64": "insurance_change",
                    "65": "todo_list_update",
                    "66": "timezone",
                    "67": "cancel_reservation",
                    "68": "transactions",
                    "69": "credit_score",
                    "7": "interest_rate",
                    "70": "report_fraud",
                    "71": "spending_history",
                    "72": "directions",
                    "73": "spelling",
                    "74": "insurance",
                    "75": "what_is_your_name",
                    "76": "reminder",
                    "77": "where_are_you_from",
                    "78": "distance",
                    "79": "payday",
                    "8": "gas_type",
                    "80": "flight_status",
                    "81": "find_phone",
                    "82": "greeting",
                    "83": "alarm",
                    "84": "order_status",
                    "85": "confirm_reservation",
                    "86": "cook_time",
                    "87": "damaged_card",
                    "88": "reset_settings",
                    "89": "pin_change",
                    "9": "accept_reservations",
                    "90": "replacement_card_duration",
                    "91": "new_card",
                    "92": "roll_dice",
                    "93": "income",
                    "94": "taxes",
                    "95": "date",
                    "96": "who_made_you",
                    "97": "pto_request",
                    "98": "tire_pressure",
                    "99": "how_old_are_you"
                }
            },
            "type": "map_instance_values"
        },
        {
            "fields": {
                "classes": [
                    "restaurant_reviews",
                    "nutrition_info",
                    "account_blocked",
                    "oil_change_how",
                    "time",
                    "weather",
                    "redeem_rewards",
                    "interest_rate",
                    "gas_type",
                    "accept_reservations",
                    "smart_home",
                    "user_name",
                    "report_lost_card",
                    "repeat",
                    "whisper_mode",
                    "what_are_your_hobbies",
                    "order",
                    "jump_start",
                    "schedule_meeting",
                    "meeting_schedule",
                    "freeze_account",
                    "what_song",
                    "meaning_of_life",
                    "restaurant_reservation",
                    "traffic",
                    "make_call",
                    "text",
                    "bill_balance",
                    "improve_credit_score",
                    "change_language",
                    "no",
                    "measurement_conversion",
                    "timer",
                    "flip_coin",
                    "do_you_have_pets",
                    "balance",
                    "tell_joke",
                    "last_maintenance",
                    "exchange_rate",
                    "uber",
                    "car_rental",
                    "credit_limit",
                    "oos",
                    "shopping_list",
                    "expiration_date",
                    "routing",
                    "meal_suggestion",
                    "tire_change",
                    "todo_list",
                    "card_declined",
                    "rewards_balance",
                    "change_accent",
                    "vaccines",
                    "reminder_update",
                    "food_last",
                    "change_ai_name",
                    "bill_due",
                    "who_do_you_work_for",
                    "share_location",
                    "international_visa",
                    "calendar",
                    "translate",
                    "carry_on",
                    "book_flight",
                    "insurance_change",
                    "todo_list_update",
                    "timezone",
                    "cancel_reservation",
                    "transactions",
                    "credit_score",
                    "report_fraud",
                    "spending_history",
                    "directions",
                    "spelling",
                    "insurance",
                    "what_is_your_name",
                    "reminder",
                    "where_are_you_from",
                    "distance",
                    "payday",
                    "flight_status",
                    "find_phone",
                    "greeting",
                    "alarm",
                    "order_status",
                    "confirm_reservation",
                    "cook_time",
                    "damaged_card",
                    "reset_settings",
                    "pin_change",
                    "replacement_card_duration",
                    "new_card",
                    "roll_dice",
                    "income",
                    "taxes",
                    "date",
                    "who_made_you",
                    "pto_request",
                    "tire_pressure",
                    "how_old_are_you",
                    "rollover_401k",
                    "pto_request_status",
                    "how_busy",
                    "application_status",
                    "recipe",
                    "calendar_update",
                    "play_music",
                    "yes",
                    "direct_deposit",
                    "credit_limit_change",
                    "gas",
                    "pay_bill",
                    "ingredients_list",
                    "lost_luggage",
                    "goodbye",
                    "what_can_i_ask_you",
                    "book_hotel",
                    "are_you_a_bot",
                    "next_song",
                    "change_speed",
                    "plug_type",
                    "maybe",
                    "w2",
                    "oil_change_when",
                    "thank_you",
                    "shopping_list_update",
                    "pto_balance",
                    "order_checks",
                    "travel_alert",
                    "fun_fact",
                    "sync_device",
                    "schedule_maintenance",
                    "apr",
                    "transfer",
                    "ingredient_substitution",
                    "calories",
                    "current_location",
                    "international_fees",
                    "calculator",
                    "definition",
                    "next_holiday",
                    "update_playlist",
                    "mpg",
                    "min_payment",
                    "change_user_name",
                    "restaurant_suggestion",
                    "travel_notification",
                    "cancel",
                    "pto_used",
                    "travel_suggestion",
                    "change_volume"
                ],
                "text_type": "sentence",
                "type_of_class": "intent"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.classification.multi_class",
    "templates": "templates.classification.multi_class.all",
    "type": "task_card"
}

References: tasks.classification.multi_class, templates.classification.multi_class.all




imbalanced.json

Note

ID: cards.clinc_oos.imbalanced.json | Type: TaskCard

{
    "loader": {
        "name": "imbalanced",
        "path": "clinc_oos",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "field_to_field": {
                "intent": "label"
            },
            "type": "rename_fields"
        },
        {
            "mappers": {
                "label": {
                    "0": "restaurant_reviews",
                    "1": "nutrition_info",
                    "10": "smart_home",
                    "100": "rollover_401k",
                    "101": "pto_request_status",
                    "102": "how_busy",
                    "103": "application_status",
                    "104": "recipe",
                    "105": "calendar_update",
                    "106": "play_music",
                    "107": "yes",
                    "108": "direct_deposit",
                    "109": "credit_limit_change",
                    "11": "user_name",
                    "110": "gas",
                    "111": "pay_bill",
                    "112": "ingredients_list",
                    "113": "lost_luggage",
                    "114": "goodbye",
                    "115": "what_can_i_ask_you",
                    "116": "book_hotel",
                    "117": "are_you_a_bot",
                    "118": "next_song",
                    "119": "change_speed",
                    "12": "report_lost_card",
                    "120": "plug_type",
                    "121": "maybe",
                    "122": "w2",
                    "123": "oil_change_when",
                    "124": "thank_you",
                    "125": "shopping_list_update",
                    "126": "pto_balance",
                    "127": "order_checks",
                    "128": "travel_alert",
                    "129": "fun_fact",
                    "13": "repeat",
                    "130": "sync_device",
                    "131": "schedule_maintenance",
                    "132": "apr",
                    "133": "transfer",
                    "134": "ingredient_substitution",
                    "135": "calories",
                    "136": "current_location",
                    "137": "international_fees",
                    "138": "calculator",
                    "139": "definition",
                    "14": "whisper_mode",
                    "140": "next_holiday",
                    "141": "update_playlist",
                    "142": "mpg",
                    "143": "min_payment",
                    "144": "change_user_name",
                    "145": "restaurant_suggestion",
                    "146": "travel_notification",
                    "147": "cancel",
                    "148": "pto_used",
                    "149": "travel_suggestion",
                    "15": "what_are_your_hobbies",
                    "150": "change_volume",
                    "16": "order",
                    "17": "jump_start",
                    "18": "schedule_meeting",
                    "19": "meeting_schedule",
                    "2": "account_blocked",
                    "20": "freeze_account",
                    "21": "what_song",
                    "22": "meaning_of_life",
                    "23": "restaurant_reservation",
                    "24": "traffic",
                    "25": "make_call",
                    "26": "text",
                    "27": "bill_balance",
                    "28": "improve_credit_score",
                    "29": "change_language",
                    "3": "oil_change_how",
                    "30": "no",
                    "31": "measurement_conversion",
                    "32": "timer",
                    "33": "flip_coin",
                    "34": "do_you_have_pets",
                    "35": "balance",
                    "36": "tell_joke",
                    "37": "last_maintenance",
                    "38": "exchange_rate",
                    "39": "uber",
                    "4": "time",
                    "40": "car_rental",
                    "41": "credit_limit",
                    "42": "oos",
                    "43": "shopping_list",
                    "44": "expiration_date",
                    "45": "routing",
                    "46": "meal_suggestion",
                    "47": "tire_change",
                    "48": "todo_list",
                    "49": "card_declined",
                    "5": "weather",
                    "50": "rewards_balance",
                    "51": "change_accent",
                    "52": "vaccines",
                    "53": "reminder_update",
                    "54": "food_last",
                    "55": "change_ai_name",
                    "56": "bill_due",
                    "57": "who_do_you_work_for",
                    "58": "share_location",
                    "59": "international_visa",
                    "6": "redeem_rewards",
                    "60": "calendar",
                    "61": "translate",
                    "62": "carry_on",
                    "63": "book_flight",
                    "64": "insurance_change",
                    "65": "todo_list_update",
                    "66": "timezone",
                    "67": "cancel_reservation",
                    "68": "transactions",
                    "69": "credit_score",
                    "7": "interest_rate",
                    "70": "report_fraud",
                    "71": "spending_history",
                    "72": "directions",
                    "73": "spelling",
                    "74": "insurance",
                    "75": "what_is_your_name",
                    "76": "reminder",
                    "77": "where_are_you_from",
                    "78": "distance",
                    "79": "payday",
                    "8": "gas_type",
                    "80": "flight_status",
                    "81": "find_phone",
                    "82": "greeting",
                    "83": "alarm",
                    "84": "order_status",
                    "85": "confirm_reservation",
                    "86": "cook_time",
                    "87": "damaged_card",
                    "88": "reset_settings",
                    "89": "pin_change",
                    "9": "accept_reservations",
                    "90": "replacement_card_duration",
                    "91": "new_card",
                    "92": "roll_dice",
                    "93": "income",
                    "94": "taxes",
                    "95": "date",
                    "96": "who_made_you",
                    "97": "pto_request",
                    "98": "tire_pressure",
                    "99": "how_old_are_you"
                }
            },
            "type": "map_instance_values"
        },
        {
            "fields": {
                "classes": [
                    "restaurant_reviews",
                    "nutrition_info",
                    "account_blocked",
                    "oil_change_how",
                    "time",
                    "weather",
                    "redeem_rewards",
                    "interest_rate",
                    "gas_type",
                    "accept_reservations",
                    "smart_home",
                    "user_name",
                    "report_lost_card",
                    "repeat",
                    "whisper_mode",
                    "what_are_your_hobbies",
                    "order",
                    "jump_start",
                    "schedule_meeting",
                    "meeting_schedule",
                    "freeze_account",
                    "what_song",
                    "meaning_of_life",
                    "restaurant_reservation",
                    "traffic",
                    "make_call",
                    "text",
                    "bill_balance",
                    "improve_credit_score",
                    "change_language",
                    "no",
                    "measurement_conversion",
                    "timer",
                    "flip_coin",
                    "do_you_have_pets",
                    "balance",
                    "tell_joke",
                    "last_maintenance",
                    "exchange_rate",
                    "uber",
                    "car_rental",
                    "credit_limit",
                    "oos",
                    "shopping_list",
                    "expiration_date",
                    "routing",
                    "meal_suggestion",
                    "tire_change",
                    "todo_list",
                    "card_declined",
                    "rewards_balance",
                    "change_accent",
                    "vaccines",
                    "reminder_update",
                    "food_last",
                    "change_ai_name",
                    "bill_due",
                    "who_do_you_work_for",
                    "share_location",
                    "international_visa",
                    "calendar",
                    "translate",
                    "carry_on",
                    "book_flight",
                    "insurance_change",
                    "todo_list_update",
                    "timezone",
                    "cancel_reservation",
                    "transactions",
                    "credit_score",
                    "report_fraud",
                    "spending_history",
                    "directions",
                    "spelling",
                    "insurance",
                    "what_is_your_name",
                    "reminder",
                    "where_are_you_from",
                    "distance",
                    "payday",
                    "flight_status",
                    "find_phone",
                    "greeting",
                    "alarm",
                    "order_status",
                    "confirm_reservation",
                    "cook_time",
                    "damaged_card",
                    "reset_settings",
                    "pin_change",
                    "replacement_card_duration",
                    "new_card",
                    "roll_dice",
                    "income",
                    "taxes",
                    "date",
                    "who_made_you",
                    "pto_request",
                    "tire_pressure",
                    "how_old_are_you",
                    "rollover_401k",
                    "pto_request_status",
                    "how_busy",
                    "application_status",
                    "recipe",
                    "calendar_update",
                    "play_music",
                    "yes",
                    "direct_deposit",
                    "credit_limit_change",
                    "gas",
                    "pay_bill",
                    "ingredients_list",
                    "lost_luggage",
                    "goodbye",
                    "what_can_i_ask_you",
                    "book_hotel",
                    "are_you_a_bot",
                    "next_song",
                    "change_speed",
                    "plug_type",
                    "maybe",
                    "w2",
                    "oil_change_when",
                    "thank_you",
                    "shopping_list_update",
                    "pto_balance",
                    "order_checks",
                    "travel_alert",
                    "fun_fact",
                    "sync_device",
                    "schedule_maintenance",
                    "apr",
                    "transfer",
                    "ingredient_substitution",
                    "calories",
                    "current_location",
                    "international_fees",
                    "calculator",
                    "definition",
                    "next_holiday",
                    "update_playlist",
                    "mpg",
                    "min_payment",
                    "change_user_name",
                    "restaurant_suggestion",
                    "travel_notification",
                    "cancel",
                    "pto_used",
                    "travel_suggestion",
                    "change_volume"
                ],
                "text_type": "sentence",
                "type_of_class": "intent"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.classification.multi_class",
    "templates": "templates.classification.multi_class.all",
    "type": "task_card"
}

References: tasks.classification.multi_class, templates.classification.multi_class.all




sst2.json

Note

ID: cards.sst2.json | Type: TaskCard

{
    "loader": {
        "name": "sst2",
        "path": "glue",
        "type": "load_hf"
    },
    "preprocess_steps": [
        "splitters.small_no_test",
        {
            "mappers": {
                "label": {
                    "0": "negative",
                    "1": "positive"
                }
            },
            "type": "map_instance_values"
        },
        {
            "field": "sentence",
            "to_field": "text",
            "type": "rename_fields"
        },
        {
            "fields": {
                "text_type": "sentence",
                "type_of_class": "sentiment"
            },
            "type": "add_fields"
        },
        {
            "field": "label",
            "stream_name": "train",
            "to_field": "classes",
            "type": "extract_field_values"
        }
    ],
    "task": "tasks.classification.multi_class",
    "templates": "templates.classification.multi_class.all",
    "type": "task_card"
}

References: tasks.classification.multi_class, splitters.small_no_test, templates.classification.multi_class.all




squad.json

Note

ID: cards.squad.json | Type: TaskCard

{
    "loader": {
        "path": "squad",
        "type": "load_hf"
    },
    "preprocess_steps": [
        "splitters.small_no_test",
        {
            "field_to_field": [
                [
                    "answers/text",
                    "answers"
                ]
            ],
            "type": "copy_fields",
            "use_query": true
        }
    ],
    "task": {
        "inputs": [
            "context",
            "question"
        ],
        "metrics": [
            "metrics.squad"
        ],
        "outputs": [
            "answers"
        ],
        "type": "form_task"
    },
    "templates": "templates.qa.contextual.all",
    "type": "task_card"
}

References: metrics.squad, templates.qa.contextual.all, splitters.small_no_test




piqa_high.json

Note

ID: cards.piqa_high.json | Type: TaskCard

{
    "loader": {
        "name": "high",
        "path": "race",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "fields": {
                "numbering": [
                    "A",
                    "B",
                    "C",
                    "D",
                    "E",
                    "F",
                    "G",
                    "H",
                    "I",
                    "J",
                    "K",
                    "L",
                    "M",
                    "N",
                    "O",
                    "P",
                    "Q",
                    "R",
                    "S",
                    "T",
                    "U",
                    "V",
                    "W",
                    "X",
                    "Y",
                    "Z"
                ],
                "topic": "reading comprehension"
            },
            "type": "add_fields"
        },
        {
            "index_of": "answer",
            "search_in": "numbering",
            "to_field": "index",
            "type": "index_of"
        },
        {
            "field_to_field": {
                "article": "context",
                "index": "_index",
                "numbering": "_numbering",
                "options": "_options",
                "question": "sentence1",
                "topic": "topic"
            },
            "type": "rename_fields"
        },
        {
            "field": "_numbering",
            "index": "_index",
            "to_field": "number",
            "type": "take_by_field"
        },
        {
            "field": "_options",
            "index": "_index",
            "to_field": "answer",
            "type": "take_by_field"
        },
        {
            "fields": [
                "_numbering",
                "_options"
            ],
            "to_field": "choices",
            "type": "zip_field_values"
        },
        {
            "field": "choices/*",
            "process_every_value": true,
            "separator": ". ",
            "to_field": "choices_list",
            "type": "join_str",
            "use_query": true
        },
        {
            "field": "choices_list",
            "index": "_index",
            "to_field": "number_and_answer",
            "type": "take_by_field"
        },
        {
            "field": "choices/*/0",
            "separator": ",",
            "to_field": "numbers",
            "type": "join_str",
            "use_query": true
        },
        {
            "field": "choices_list",
            "separator": " ",
            "to_field": "choices",
            "type": "join_str"
        },
        {
            "field_to_field": {
                "number": "label"
            },
            "type": "rename_fields"
        }
    ],
    "task": {
        "inputs": [
            "choices",
            "sentence1",
            "numbers",
            "topic",
            "context"
        ],
        "metrics": [
            "metrics.accuracy"
        ],
        "outputs": [
            "label"
        ],
        "type": "form_task"
    },
    "templates": {
        "fm-eval": {
            "input_format": "The following are multiple choice questions (with answers) about {topic}.\n\n\n                            Context: {context}\nQuestion: {context}\n{sentence1}\nChoose from {numbers}\nAnswers: {choices}\nAnswer:",
            "output_format": "{label}",
            "type": "input_output_template"
        },
        "helm": {
            "input_format": "The following are multiple choice questions (with answers) about {topic}.\n\n\n                            Context: {context}\nQuestion: {context}\n{sentence1}.\nAnswers: {choices}.\nAnswer:",
            "output_format": "{label}",
            "type": "input_output_template"
        },
        "lm_eval_harness": {
            "input_format": "Context: {context}\nQuestion: {context}\n{sentence1}.\nChoices:\n{choices}.\nAnswer:",
            "output_format": "{label}",
            "type": "input_output_template"
        },
        "original": {
            "input_format": "The following are multiple choice questions (with answers) about {topic}.\n\n                            {context}\n{sentence1}.\nAnswers: {choices}.\nAnswer:",
            "output_format": "{label}",
            "type": "input_output_template"
        }
    },
    "type": "task_card"
}

References: metrics.accuracy




mnli.json

Note

ID: cards.mnli.json | Type: TaskCard

{
    "loader": {
        "name": "mnli",
        "path": "glue",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "validation_matched": "validation"
            },
            "type": "rename_splits"
        },
        "splitters.small_no_test",
        {
            "mappers": {
                "label": {
                    "0": "entailment",
                    "1": "neutral",
                    "2": "contradiction"
                }
            },
            "type": "map_instance_values"
        },
        {
            "fields": {
                "choices": [
                    "entailment",
                    "neutral",
                    "contradiction"
                ]
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.nli",
    "templates": "templates.classification.nli.all",
    "type": "task_card"
}

References: templates.classification.nli.all, splitters.small_no_test, tasks.nli




boolq.json

Note

ID: cards.boolq.json | Type: TaskCard

{
    "loader": {
        "path": "boolq",
        "type": "load_hf"
    },
    "preprocess_steps": [
        "splitters.small_no_test",
        {
            "fields": {
                "answers": [
                    "yes",
                    "false"
                ],
                "topic": "boolean questions"
            },
            "type": "add_fields"
        },
        {
            "fields": {
                "answer": "str"
            },
            "type": "cast_fields"
        },
        {
            "field_to_field": {
                "answer": "label",
                "answers": "answers",
                "passage": "context",
                "question": "question",
                "topic": "topic"
            },
            "type": "rename_fields"
        },
        {
            "field": "answers",
            "separator": ",",
            "to_field": "answers",
            "type": "join_str"
        }
    ],
    "task": {
        "inputs": [
            "question",
            "label",
            "context",
            "topic"
        ],
        "metrics": [
            "metrics.accuracy"
        ],
        "outputs": [
            "label"
        ],
        "type": "form_task"
    },
    "templates": {
        "clean": {
            "input_format": "Context: {context}\nQuestion: {question}.\nAnswer:",
            "output_format": "{label}",
            "type": "input_output_template"
        }
    },
    "type": "task_card"
}

References: metrics.accuracy, splitters.small_no_test




openbookQA.json

Note

ID: cards.openbookQA.json | Type: TaskCard

{
    "loader": {
        "path": "openbookqa",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "fields": {
                "numbering": [
                    "A",
                    "B",
                    "C",
                    "D",
                    "E",
                    "F",
                    "G",
                    "H",
                    "I",
                    "J",
                    "K",
                    "L",
                    "M",
                    "N",
                    "O",
                    "P",
                    "Q",
                    "R",
                    "S",
                    "T",
                    "U",
                    "V",
                    "W",
                    "X",
                    "Y",
                    "Z"
                ],
                "topic": "general continuation"
            },
            "type": "add_fields"
        },
        {
            "field_to_field": {
                "choices/label": "numbering",
                "choices/text": "text"
            },
            "type": "rename_fields",
            "use_query": true
        },
        {
            "index_of": "answerKey",
            "search_in": "numbering",
            "to_field": "index",
            "type": "index_of"
        },
        {
            "field_to_field": {
                "index": "_index",
                "numbering": "_numbering",
                "question_stem": "sentence1",
                "text": "_text",
                "topic": "topic"
            },
            "type": "rename_fields"
        },
        {
            "field": "_numbering",
            "index": "_index",
            "to_field": "number",
            "type": "take_by_field"
        },
        {
            "field": "_text",
            "index": "_index",
            "to_field": "answer",
            "type": "take_by_field"
        },
        {
            "fields": [
                "_numbering",
                "_text"
            ],
            "to_field": "choices",
            "type": "zip_field_values"
        },
        {
            "field": "choices/*",
            "process_every_value": true,
            "separator": ". ",
            "to_field": "choices_list",
            "type": "join_str",
            "use_query": true
        },
        {
            "field": "choices_list",
            "index": "_index",
            "to_field": "number_and_answer",
            "type": "take_by_field"
        },
        {
            "field": "choices/*/0",
            "separator": ",",
            "to_field": "numbers",
            "type": "join_str",
            "use_query": true
        },
        {
            "add": [
                ""
            ],
            "field": "choices_list",
            "to_field": "choices_list",
            "type": "add_constant"
        },
        {
            "field": "choices_list",
            "separator": "\n",
            "to_field": "choices",
            "type": "join_str"
        },
        {
            "field_to_field": {
                "number": "label"
            },
            "type": "rename_fields"
        }
    ],
    "task": {
        "inputs": [
            "choices",
            "sentence1",
            "numbers",
            "topic"
        ],
        "metrics": [
            "metrics.accuracy"
        ],
        "outputs": [
            "label"
        ],
        "type": "form_task"
    },
    "templates": "templates.qa.multiple_choice.original.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.original.all, metrics.accuracy




xnli


ur.json

Note

ID: cards.xnli.ur.json | Type: TaskCard

{
    "loader": {
        "name": "ur",
        "path": "xnli",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "validation_matched": "validation"
            },
            "type": "rename_splits"
        },
        "splitters.small_no_test",
        {
            "mappers": {
                "label": {
                    "0": "entailment",
                    "1": "neutral",
                    "2": "contradiction"
                }
            },
            "type": "map_instance_values"
        },
        {
            "fields": {
                "choices": [
                    "entailment",
                    "neutral",
                    "contradiction"
                ]
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.nli",
    "templates": "templates.classification.nli.all",
    "type": "task_card"
}

References: templates.classification.nli.all, splitters.small_no_test, tasks.nli




vi.json

Note

ID: cards.xnli.vi.json | Type: TaskCard

{
    "loader": {
        "name": "vi",
        "path": "xnli",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "validation_matched": "validation"
            },
            "type": "rename_splits"
        },
        "splitters.small_no_test",
        {
            "mappers": {
                "label": {
                    "0": "entailment",
                    "1": "neutral",
                    "2": "contradiction"
                }
            },
            "type": "map_instance_values"
        },
        {
            "fields": {
                "choices": [
                    "entailment",
                    "neutral",
                    "contradiction"
                ]
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.nli",
    "templates": "templates.classification.nli.all",
    "type": "task_card"
}

References: templates.classification.nli.all, splitters.small_no_test, tasks.nli




ar.json

Note

ID: cards.xnli.ar.json | Type: TaskCard

{
    "loader": {
        "name": "ar",
        "path": "xnli",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "validation_matched": "validation"
            },
            "type": "rename_splits"
        },
        "splitters.small_no_test",
        {
            "mappers": {
                "label": {
                    "0": "entailment",
                    "1": "neutral",
                    "2": "contradiction"
                }
            },
            "type": "map_instance_values"
        },
        {
            "fields": {
                "choices": [
                    "entailment",
                    "neutral",
                    "contradiction"
                ]
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.nli",
    "templates": "templates.classification.nli.all",
    "type": "task_card"
}

References: templates.classification.nli.all, splitters.small_no_test, tasks.nli




th.json

Note

ID: cards.xnli.th.json | Type: TaskCard

{
    "loader": {
        "name": "th",
        "path": "xnli",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "validation_matched": "validation"
            },
            "type": "rename_splits"
        },
        "splitters.small_no_test",
        {
            "mappers": {
                "label": {
                    "0": "entailment",
                    "1": "neutral",
                    "2": "contradiction"
                }
            },
            "type": "map_instance_values"
        },
        {
            "fields": {
                "choices": [
                    "entailment",
                    "neutral",
                    "contradiction"
                ]
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.nli",
    "templates": "templates.classification.nli.all",
    "type": "task_card"
}

References: templates.classification.nli.all, splitters.small_no_test, tasks.nli




es.json

Note

ID: cards.xnli.es.json | Type: TaskCard

{
    "loader": {
        "name": "es",
        "path": "xnli",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "validation_matched": "validation"
            },
            "type": "rename_splits"
        },
        "splitters.small_no_test",
        {
            "mappers": {
                "label": {
                    "0": "entailment",
                    "1": "neutral",
                    "2": "contradiction"
                }
            },
            "type": "map_instance_values"
        },
        {
            "fields": {
                "choices": [
                    "entailment",
                    "neutral",
                    "contradiction"
                ]
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.nli",
    "templates": "templates.classification.nli.all",
    "type": "task_card"
}

References: templates.classification.nli.all, splitters.small_no_test, tasks.nli




hi.json

Note

ID: cards.xnli.hi.json | Type: TaskCard

{
    "loader": {
        "name": "hi",
        "path": "xnli",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "validation_matched": "validation"
            },
            "type": "rename_splits"
        },
        "splitters.small_no_test",
        {
            "mappers": {
                "label": {
                    "0": "entailment",
                    "1": "neutral",
                    "2": "contradiction"
                }
            },
            "type": "map_instance_values"
        },
        {
            "fields": {
                "choices": [
                    "entailment",
                    "neutral",
                    "contradiction"
                ]
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.nli",
    "templates": "templates.classification.nli.all",
    "type": "task_card"
}

References: templates.classification.nli.all, splitters.small_no_test, tasks.nli




sw.json

Note

ID: cards.xnli.sw.json | Type: TaskCard

{
    "loader": {
        "name": "sw",
        "path": "xnli",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "validation_matched": "validation"
            },
            "type": "rename_splits"
        },
        "splitters.small_no_test",
        {
            "mappers": {
                "label": {
                    "0": "entailment",
                    "1": "neutral",
                    "2": "contradiction"
                }
            },
            "type": "map_instance_values"
        },
        {
            "fields": {
                "choices": [
                    "entailment",
                    "neutral",
                    "contradiction"
                ]
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.nli",
    "templates": "templates.classification.nli.all",
    "type": "task_card"
}

References: templates.classification.nli.all, splitters.small_no_test, tasks.nli




fr.json

Note

ID: cards.xnli.fr.json | Type: TaskCard

{
    "loader": {
        "name": "fr",
        "path": "xnli",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "validation_matched": "validation"
            },
            "type": "rename_splits"
        },
        "splitters.small_no_test",
        {
            "mappers": {
                "label": {
                    "0": "entailment",
                    "1": "neutral",
                    "2": "contradiction"
                }
            },
            "type": "map_instance_values"
        },
        {
            "fields": {
                "choices": [
                    "entailment",
                    "neutral",
                    "contradiction"
                ]
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.nli",
    "templates": "templates.classification.nli.all",
    "type": "task_card"
}

References: templates.classification.nli.all, splitters.small_no_test, tasks.nli




bg.json

Note

ID: cards.xnli.bg.json | Type: TaskCard

{
    "loader": {
        "name": "bg",
        "path": "xnli",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "validation_matched": "validation"
            },
            "type": "rename_splits"
        },
        "splitters.small_no_test",
        {
            "mappers": {
                "label": {
                    "0": "entailment",
                    "1": "neutral",
                    "2": "contradiction"
                }
            },
            "type": "map_instance_values"
        },
        {
            "fields": {
                "choices": [
                    "entailment",
                    "neutral",
                    "contradiction"
                ]
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.nli",
    "templates": "templates.classification.nli.all",
    "type": "task_card"
}

References: templates.classification.nli.all, splitters.small_no_test, tasks.nli




el.json

Note

ID: cards.xnli.el.json | Type: TaskCard

{
    "loader": {
        "name": "el",
        "path": "xnli",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "validation_matched": "validation"
            },
            "type": "rename_splits"
        },
        "splitters.small_no_test",
        {
            "mappers": {
                "label": {
                    "0": "entailment",
                    "1": "neutral",
                    "2": "contradiction"
                }
            },
            "type": "map_instance_values"
        },
        {
            "fields": {
                "choices": [
                    "entailment",
                    "neutral",
                    "contradiction"
                ]
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.nli",
    "templates": "templates.classification.nli.all",
    "type": "task_card"
}

References: templates.classification.nli.all, splitters.small_no_test, tasks.nli




ru.json

Note

ID: cards.xnli.ru.json | Type: TaskCard

{
    "loader": {
        "name": "ru",
        "path": "xnli",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "validation_matched": "validation"
            },
            "type": "rename_splits"
        },
        "splitters.small_no_test",
        {
            "mappers": {
                "label": {
                    "0": "entailment",
                    "1": "neutral",
                    "2": "contradiction"
                }
            },
            "type": "map_instance_values"
        },
        {
            "fields": {
                "choices": [
                    "entailment",
                    "neutral",
                    "contradiction"
                ]
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.nli",
    "templates": "templates.classification.nli.all",
    "type": "task_card"
}

References: templates.classification.nli.all, splitters.small_no_test, tasks.nli




tr.json

Note

ID: cards.xnli.tr.json | Type: TaskCard

{
    "loader": {
        "name": "tr",
        "path": "xnli",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "validation_matched": "validation"
            },
            "type": "rename_splits"
        },
        "splitters.small_no_test",
        {
            "mappers": {
                "label": {
                    "0": "entailment",
                    "1": "neutral",
                    "2": "contradiction"
                }
            },
            "type": "map_instance_values"
        },
        {
            "fields": {
                "choices": [
                    "entailment",
                    "neutral",
                    "contradiction"
                ]
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.nli",
    "templates": "templates.classification.nli.all",
    "type": "task_card"
}

References: templates.classification.nli.all, splitters.small_no_test, tasks.nli




zh.json

Note

ID: cards.xnli.zh.json | Type: TaskCard

{
    "loader": {
        "name": "zh",
        "path": "xnli",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "validation_matched": "validation"
            },
            "type": "rename_splits"
        },
        "splitters.small_no_test",
        {
            "mappers": {
                "label": {
                    "0": "entailment",
                    "1": "neutral",
                    "2": "contradiction"
                }
            },
            "type": "map_instance_values"
        },
        {
            "fields": {
                "choices": [
                    "entailment",
                    "neutral",
                    "contradiction"
                ]
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.nli",
    "templates": "templates.classification.nli.all",
    "type": "task_card"
}

References: templates.classification.nli.all, splitters.small_no_test, tasks.nli




de.json

Note

ID: cards.xnli.de.json | Type: TaskCard

{
    "loader": {
        "name": "de",
        "path": "xnli",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "validation_matched": "validation"
            },
            "type": "rename_splits"
        },
        "splitters.small_no_test",
        {
            "mappers": {
                "label": {
                    "0": "entailment",
                    "1": "neutral",
                    "2": "contradiction"
                }
            },
            "type": "map_instance_values"
        },
        {
            "fields": {
                "choices": [
                    "entailment",
                    "neutral",
                    "contradiction"
                ]
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.nli",
    "templates": "templates.classification.nli.all",
    "type": "task_card"
}

References: templates.classification.nli.all, splitters.small_no_test, tasks.nli




en.json

Note

ID: cards.xnli.en.json | Type: TaskCard

{
    "loader": {
        "name": "en",
        "path": "xnli",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mapper": {
                "validation_matched": "validation"
            },
            "type": "rename_splits"
        },
        "splitters.small_no_test",
        {
            "mappers": {
                "label": {
                    "0": "entailment",
                    "1": "neutral",
                    "2": "contradiction"
                }
            },
            "type": "map_instance_values"
        },
        {
            "fields": {
                "choices": [
                    "entailment",
                    "neutral",
                    "contradiction"
                ]
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.nli",
    "templates": "templates.classification.nli.all",
    "type": "task_card"
}

References: templates.classification.nli.all, splitters.small_no_test, tasks.nli




copa.json

Note

ID: cards.copa.json | Type: TaskCard

{
    "loader": {
        "name": "copa",
        "path": "super_glue",
        "type": "load_hf"
    },
    "preprocess_steps": [
        "splitters.small_no_test",
        {
            "fields": [
                "choice1",
                "choice2"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "label": "answer",
                "premise": "context"
            },
            "type": "rename_fields"
        },
        {
            "mappers": {
                "question": {
                    "cause": "What was the cause of this?",
                    "effect": "What happened as a result?"
                }
            },
            "type": "map_instance_values"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.contextual.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.contextual.all, tasks.qa.multiple_choice.contextual, splitters.small_no_test




wsc.json

Note

ID: cards.wsc.json | Type: TaskCard

{
    "loader": {
        "name": "wsc",
        "path": "super_glue",
        "type": "load_hf"
    },
    "preprocess_steps": [
        "splitters.small_no_test",
        {
            "mappers": {
                "label": {
                    "0": "False",
                    "1": "True"
                }
            },
            "type": "map_instance_values"
        },
        {
            "fields": {
                "choices": [
                    "False",
                    "True"
                ]
            },
            "type": "add_fields"
        }
    ],
    "task": {
        "inputs": [
            "choices",
            "text",
            "span1_text",
            "span2_text"
        ],
        "metrics": [
            "metrics.accuracy"
        ],
        "outputs": [
            "label"
        ],
        "type": "form_task"
    },
    "templates": {
        "items": [
            {
                "input_format": "Given this sentence: {text} classify if \"{span2_text}\" refers to \"{span1_text}\".",
                "output_format": "{label}",
                "type": "input_output_template"
            }
        ],
        "type": "templates_list"
    },
    "type": "task_card"
}

References: metrics.accuracy, splitters.small_no_test




piqa.json

Note

ID: cards.piqa.json | Type: TaskCard

{
    "loader": {
        "path": "piqa",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "fields": [
                "sol1",
                "sol2"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "field_to_field": {
                "goal": "question",
                "label": "answer"
            },
            "type": "rename_fields"
        }
    ],
    "task": "tasks.qa.multiple_choice.original",
    "templates": "templates.qa.multiple_choice.no_intro.all",
    "type": "task_card"
}

References: tasks.qa.multiple_choice.original, templates.qa.multiple_choice.no_intro.all




dbpedia_14.json

Note

ID: cards.dbpedia_14.json | Type: TaskCard

{
    "loader": {
        "path": "dbpedia_14",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mix": {
                "test": "test",
                "train": "train[87.5%]",
                "validation": "train[12.5%]"
            },
            "type": "split_random_mix"
        },
        {
            "mappers": {
                "label": {
                    "0": "Company",
                    "1": "Educational Institution",
                    "10": "Plant",
                    "11": "Album",
                    "12": "Film",
                    "13": "Written Work",
                    "2": "Artist",
                    "3": "Athlete",
                    "4": "Office Holder",
                    "5": "Mean Of Transportation",
                    "6": "Building",
                    "7": "Natural Place",
                    "8": "Village",
                    "9": "Animal"
                }
            },
            "type": "map_instance_values"
        },
        {
            "field_to_field": {
                "content": "text"
            },
            "type": "rename_fields"
        },
        {
            "fields": {
                "classes": [
                    "Company",
                    "Educational Institution",
                    "Artist",
                    "Athlete",
                    "Office Holder",
                    "Mean Of Transportation",
                    "Building",
                    "Natural Place",
                    "Village",
                    "Animal",
                    "Plant",
                    "Album",
                    "Film",
                    "Written Work"
                ],
                "text_type": "paragraph",
                "type_of_class": "topic"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.classification.multi_class",
    "templates": "templates.classification.multi_class.all",
    "type": "task_card"
}

References: tasks.classification.multi_class, templates.classification.multi_class.all




xwinogrande


jp.json

Note

ID: cards.xwinogrande.jp.json | Type: TaskCard

{
    "loader": {
        "name": "jp",
        "path": "Muennighoff/xwinograd",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "fields": [
                "option1",
                "option2"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        },
        {
            "field_to_field": {
                "sentence": "question"
            },
            "type": "rename_fields"
        }
    ],
    "task": "tasks.qa.multiple_choice.original",
    "templates": "templates.qa.multiple_choice.no_intro.all",
    "type": "task_card"
}

References: tasks.qa.multiple_choice.original, templates.qa.multiple_choice.no_intro.all




ru.json

Note

ID: cards.xwinogrande.ru.json | Type: TaskCard

{
    "loader": {
        "name": "ru",
        "path": "Muennighoff/xwinograd",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "fields": [
                "option1",
                "option2"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        },
        {
            "field_to_field": {
                "sentence": "question"
            },
            "type": "rename_fields"
        }
    ],
    "task": "tasks.qa.multiple_choice.original",
    "templates": "templates.qa.multiple_choice.no_intro.all",
    "type": "task_card"
}

References: tasks.qa.multiple_choice.original, templates.qa.multiple_choice.no_intro.all




zh.json

Note

ID: cards.xwinogrande.zh.json | Type: TaskCard

{
    "loader": {
        "name": "zh",
        "path": "Muennighoff/xwinograd",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "fields": [
                "option1",
                "option2"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        },
        {
            "field_to_field": {
                "sentence": "question"
            },
            "type": "rename_fields"
        }
    ],
    "task": "tasks.qa.multiple_choice.original",
    "templates": "templates.qa.multiple_choice.no_intro.all",
    "type": "task_card"
}

References: tasks.qa.multiple_choice.original, templates.qa.multiple_choice.no_intro.all




pt.json

Note

ID: cards.xwinogrande.pt.json | Type: TaskCard

{
    "loader": {
        "name": "pt",
        "path": "Muennighoff/xwinograd",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "fields": [
                "option1",
                "option2"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        },
        {
            "field_to_field": {
                "sentence": "question"
            },
            "type": "rename_fields"
        }
    ],
    "task": "tasks.qa.multiple_choice.original",
    "templates": "templates.qa.multiple_choice.no_intro.all",
    "type": "task_card"
}

References: tasks.qa.multiple_choice.original, templates.qa.multiple_choice.no_intro.all




en.json

Note

ID: cards.xwinogrande.en.json | Type: TaskCard

{
    "loader": {
        "name": "en",
        "path": "Muennighoff/xwinograd",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "fields": [
                "option1",
                "option2"
            ],
            "to_field": "choices",
            "type": "list_field_values"
        },
        {
            "fields": {
                "answer": "int"
            },
            "type": "cast_fields"
        },
        {
            "add": -1,
            "field": "answer",
            "type": "add_constant"
        },
        {
            "field_to_field": {
                "sentence": "question"
            },
            "type": "rename_fields"
        }
    ],
    "task": "tasks.qa.multiple_choice.original",
    "templates": "templates.qa.multiple_choice.no_intro.all",
    "type": "task_card"
}

References: tasks.qa.multiple_choice.original, templates.qa.multiple_choice.no_intro.all




ledgar.json

Note

ID: cards.ledgar.json | Type: TaskCard

{
    "loader": {
        "name": "ledgar",
        "path": "lex_glue",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "mappers": {
                "label": {
                    "0": "Adjustments",
                    "1": "Agreements",
                    "10": "Authorizations",
                    "11": "Base Salary",
                    "12": "Benefits",
                    "13": "Binding Effects",
                    "14": "Books",
                    "15": "Brokers",
                    "16": "Capitalization",
                    "17": "Change In Control",
                    "18": "Closings",
                    "19": "Compliance With Laws",
                    "2": "Amendments",
                    "20": "Confidentiality",
                    "21": "Consent To Jurisdiction",
                    "22": "Consents",
                    "23": "Construction",
                    "24": "Cooperation",
                    "25": "Costs",
                    "26": "Counterparts",
                    "27": "Death",
                    "28": "Defined Terms",
                    "29": "Definitions",
                    "3": "Anti-Corruption Laws",
                    "30": "Disability",
                    "31": "Disclosures",
                    "32": "Duties",
                    "33": "Effective Dates",
                    "34": "Effectiveness",
                    "35": "Employment",
                    "36": "Enforceability",
                    "37": "Enforcements",
                    "38": "Entire Agreements",
                    "39": "Erisa",
                    "4": "Applicable Laws",
                    "40": "Existence",
                    "41": "Expenses",
                    "42": "Fees",
                    "43": "Financial Statements",
                    "44": "Forfeitures",
                    "45": "Further Assurances",
                    "46": "General",
                    "47": "Governing Laws",
                    "48": "Headings",
                    "49": "Indemnifications",
                    "5": "Approvals",
                    "50": "Indemnity",
                    "51": "Insurances",
                    "52": "Integration",
                    "53": "Intellectual Property",
                    "54": "Interests",
                    "55": "Interpretations",
                    "56": "Jurisdictions",
                    "57": "Liens",
                    "58": "Litigations",
                    "59": "Miscellaneous",
                    "6": "Arbitration",
                    "60": "Modifications",
                    "61": "No Conflicts",
                    "62": "No Defaults",
                    "63": "No Waivers",
                    "64": "Non-Disparagement",
                    "65": "Notices",
                    "66": "Organizations",
                    "67": "Participations",
                    "68": "Payments",
                    "69": "Positions",
                    "7": "Assignments",
                    "70": "Powers",
                    "71": "Publicity",
                    "72": "Qualifications",
                    "73": "Records",
                    "74": "Releases",
                    "75": "Remedies",
                    "76": "Representations",
                    "77": "Sales",
                    "78": "Sanctions",
                    "79": "Severability",
                    "8": "Assigns",
                    "80": "Solvency",
                    "81": "Specific Performance",
                    "82": "Submission To Jurisdiction",
                    "83": "Subsidiaries",
                    "84": "Successors",
                    "85": "Survival",
                    "86": "Tax Withholdings",
                    "87": "Taxes",
                    "88": "Terminations",
                    "89": "Terms",
                    "9": "Authority",
                    "90": "Titles",
                    "91": "Transactions With Affiliates",
                    "92": "Use Of Proceeds",
                    "93": "Vacations",
                    "94": "Venues",
                    "95": "Vesting",
                    "96": "Waiver Of Jury Trials",
                    "97": "Waivers",
                    "98": "Warranties",
                    "99": "Withholdings"
                }
            },
            "type": "map_instance_values"
        },
        {
            "fields": {
                "classes": [
                    "Adjustments",
                    "Agreements",
                    "Amendments",
                    "Anti-Corruption Laws",
                    "Applicable Laws",
                    "Approvals",
                    "Arbitration",
                    "Assignments",
                    "Assigns",
                    "Authority",
                    "Authorizations",
                    "Base Salary",
                    "Benefits",
                    "Binding Effects",
                    "Books",
                    "Brokers",
                    "Capitalization",
                    "Change In Control",
                    "Closings",
                    "Compliance With Laws",
                    "Confidentiality",
                    "Consent To Jurisdiction",
                    "Consents",
                    "Construction",
                    "Cooperation",
                    "Costs",
                    "Counterparts",
                    "Death",
                    "Defined Terms",
                    "Definitions",
                    "Disability",
                    "Disclosures",
                    "Duties",
                    "Effective Dates",
                    "Effectiveness",
                    "Employment",
                    "Enforceability",
                    "Enforcements",
                    "Entire Agreements",
                    "Erisa",
                    "Existence",
                    "Expenses",
                    "Fees",
                    "Financial Statements",
                    "Forfeitures",
                    "Further Assurances",
                    "General",
                    "Governing Laws",
                    "Headings",
                    "Indemnifications",
                    "Indemnity",
                    "Insurances",
                    "Integration",
                    "Intellectual Property",
                    "Interests",
                    "Interpretations",
                    "Jurisdictions",
                    "Liens",
                    "Litigations",
                    "Miscellaneous",
                    "Modifications",
                    "No Conflicts",
                    "No Defaults",
                    "No Waivers",
                    "Non-Disparagement",
                    "Notices",
                    "Organizations",
                    "Participations",
                    "Payments",
                    "Positions",
                    "Powers",
                    "Publicity",
                    "Qualifications",
                    "Records",
                    "Releases",
                    "Remedies",
                    "Representations",
                    "Sales",
                    "Sanctions",
                    "Severability",
                    "Solvency",
                    "Specific Performance",
                    "Submission To Jurisdiction",
                    "Subsidiaries",
                    "Successors",
                    "Survival",
                    "Tax Withholdings",
                    "Taxes",
                    "Terminations",
                    "Terms",
                    "Titles",
                    "Transactions With Affiliates",
                    "Use Of Proceeds",
                    "Vacations",
                    "Venues",
                    "Vesting",
                    "Waiver Of Jury Trials",
                    "Waivers",
                    "Warranties",
                    "Withholdings"
                ],
                "text_type": "text",
                "type_of_class": "contractual clauses"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.classification.multi_class",
    "templates": "templates.classification.multi_class.all",
    "type": "task_card"
}

References: tasks.classification.multi_class, templates.classification.multi_class.all




race_high.json

Note

ID: cards.race_high.json | Type: TaskCard

{
    "loader": {
        "name": "high",
        "path": "race",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "fields": {
                "numbering": [
                    "A",
                    "B",
                    "C",
                    "D",
                    "E",
                    "F",
                    "G",
                    "H",
                    "I",
                    "J",
                    "K",
                    "L",
                    "M",
                    "N",
                    "O",
                    "P",
                    "Q",
                    "R",
                    "S",
                    "T",
                    "U",
                    "V",
                    "W",
                    "X",
                    "Y",
                    "Z"
                ]
            },
            "type": "add_fields"
        },
        {
            "index_of": "answer",
            "search_in": "numbering",
            "to_field": "answer",
            "type": "index_of"
        },
        {
            "field_to_field": {
                "article": "context",
                "options": "choices"
            },
            "type": "rename_fields"
        }
    ],
    "task": "tasks.qa.multiple_choice.contextual",
    "templates": "templates.qa.multiple_choice.contextual.all",
    "type": "task_card"
}

References: templates.qa.multiple_choice.contextual.all, tasks.qa.multiple_choice.contextual




piqa_middle.json

Note

ID: cards.piqa_middle.json | Type: TaskCard

{
    "loader": {
        "name": "middle",
        "path": "race",
        "type": "load_hf"
    },
    "preprocess_steps": [
        {
            "fields": {
                "numbering": [
                    "A",
                    "B",
                    "C",
                    "D",
                    "E",
                    "F",
                    "G",
                    "H",
                    "I",
                    "J",
                    "K",
                    "L",
                    "M",
                    "N",
                    "O",
                    "P",
                    "Q",
                    "R",
                    "S",
                    "T",
                    "U",
                    "V",
                    "W",
                    "X",
                    "Y",
                    "Z"
                ],
                "topic": "reading comprehension"
            },
            "type": "add_fields"
        },
        {
            "index_of": "answer",
            "search_in": "numbering",
            "to_field": "index",
            "type": "index_of"
        },
        {
            "field_to_field": {
                "article": "context",
                "index": "_index",
                "numbering": "_numbering",
                "options": "_options",
                "question": "sentence1",
                "topic": "topic"
            },
            "type": "rename_fields"
        },
        {
            "field": "_numbering",
            "index": "_index",
            "to_field": "number",
            "type": "take_by_field"
        },
        {
            "field": "_options",
            "index": "_index",
            "to_field": "answer",
            "type": "take_by_field"
        },
        {
            "fields": [
                "_numbering",
                "_options"
            ],
            "to_field": "choices",
            "type": "zip_field_values"
        },
        {
            "field": "choices/*",
            "process_every_value": true,
            "separator": ". ",
            "to_field": "choices_list",
            "type": "join_str",
            "use_query": true
        },
        {
            "field": "choices_list",
            "index": "_index",
            "to_field": "number_and_answer",
            "type": "take_by_field"
        },
        {
            "field": "choices/*/0",
            "separator": ",",
            "to_field": "numbers",
            "type": "join_str",
            "use_query": true
        },
        {
            "field": "choices_list",
            "separator": " ",
            "to_field": "choices",
            "type": "join_str"
        },
        {
            "field_to_field": {
                "number": "label"
            },
            "type": "rename_fields"
        }
    ],
    "task": {
        "inputs": [
            "choices",
            "sentence1",
            "numbers",
            "topic",
            "context"
        ],
        "metrics": [
            "metrics.accuracy"
        ],
        "outputs": [
            "label"
        ],
        "type": "form_task"
    },
    "templates": {
        "fm-eval": {
            "input_format": "The following are multiple choice questions (with answers) about {topic}.\n\n\n                            Context: {context}\nQuestion: {context}\n{sentence1}\nChoose from {numbers}\nAnswers: {choices}\nAnswer:",
            "output_format": "{label}",
            "type": "input_output_template"
        },
        "helm": {
            "input_format": "The following are multiple choice questions (with answers) about {topic}.\n\n\n                            Context: {context}\nQuestion: {context}\n{sentence1}.\nAnswers: {choices}.\nAnswer:",
            "output_format": "{label}",
            "type": "input_output_template"
        },
        "lm_eval_harness": {
            "input_format": "Context: {context}\nQuestion: {context}\n{sentence1}.\nChoices:\n{choices}.\nAnswer:",
            "output_format": "{label}",
            "type": "input_output_template"
        },
        "original": {
            "input_format": "The following are multiple choice questions (with answers) about {topic}.\n\n                            {context}\n{sentence1}.\nAnswers: {choices}.\nAnswer:",
            "output_format": "{label}",
            "type": "input_output_template"
        }
    },
    "type": "task_card"
}

References: metrics.accuracy




instructions


empty.json

Note

ID: instructions.empty.json | Type: TextualInstruction

{
    "text": "",
    "type": "textual_instruction"
}



models


llama.json

Note

ID: instructions.models.llama.json | Type: TextualInstruction

{
    "text": "<<SYS>>\nYou are a helpful, respectful and honest assistant. Always answer as helpfully as possible, while being safe. Your answers should not include any harmful, unethical, racist, sexist, toxic, dangerous, or illegal content. Please ensure that your responses are socially unbiased and positive in nature.\n\nIf a question does not make any sense, or is not factually coherent, explain why instead of answering something not correct. If you don’t know the answer to aquestion, please don’t share false information.\n<</SYS>>\n\n\n\n",
    "type": "textual_instruction"
}



formats


empty_input_output_separator.json

Note

ID: formats.empty_input_output_separator.json | Type: SystemFormat

{
    "demo_format": "{source}{target}\n\n",
    "model_input_format": "{instruction}\n{demos}\n{source}",
    "type": "system_format"
}



user_agent.json

Note

ID: formats.user_agent.json | Type: SystemFormat

{
    "demo_format": "User:{source}\nAgent:{target}\n\n",
    "model_input_format": "{instruction}\n{demos}\nUser:{source}\nAgent:",
    "type": "system_format"
}



llama.json

Note

ID: formats.llama.json | Type: SystemFormat

{
    "demo_format": "{source}\n{target}\n\n",
    "model_input_format": "[INST] {instruction}\n{demos}\n{source}\n[/INST]",
    "type": "system_format"
}



human_assistant.json

Note

ID: formats.human_assistant.json | Type: SystemFormat

{
    "demo_format": "Human: {source}\nAssistant: {target}\n\n",
    "model_input_format": "{instruction}\n{demos}Human: {source}\nAssistant: ",
    "type": "system_format"
}



user_assistant.json

Note

ID: formats.user_assistant.json | Type: SystemFormat

{
    "demo_format": "<|user|>\n{source}\n<|assistant|>\n {target}\n\n",
    "model_input_format": "{instruction}{demos}<|user|>\n{source}\n<|assistant|>\n",
    "type": "system_format"
}



empty.json

Note

ID: formats.empty.json | Type: SystemFormat

{
    "demo_format": "{source}\n {target}\n\n",
    "model_input_format": "{instruction}{demos}{source}\n",
    "type": "system_format"
}



tasks


completion


multiple_choice


standard.json

Note

ID: tasks.completion.multiple_choice.standard.json | Type: FormTask

{
    "inputs": [
        "context",
        "choices"
    ],
    "metrics": [
        "metrics.accuracy"
    ],
    "outputs": [
        "answer",
        "choices"
    ],
    "type": "form_task"
}

References: metrics.accuracy




nli.json

Note

ID: tasks.nli.json | Type: FormTask

{
    "inputs": [
        "choices",
        "premise",
        "hypothesis"
    ],
    "metrics": [
        "metrics.accuracy"
    ],
    "outputs": [
        "label"
    ],
    "type": "form_task"
}

References: metrics.accuracy




translation


directed.json

Note

ID: tasks.translation.directed.json | Type: FormTask

{
    "inputs": [
        "text",
        "source_language",
        "target_language"
    ],
    "metrics": [
        "metrics.normalized_sacrebleu"
    ],
    "outputs": [
        "translation"
    ],
    "type": "form_task"
}

References: metrics.normalized_sacrebleu




classification


binary.json

Note

ID: tasks.classification.binary.json | Type: FormTask

{
    "augmentable_inputs": [
        "text"
    ],
    "inputs": [
        "text",
        "text_type",
        "class"
    ],
    "metrics": [
        "metrics.f1_micro_multi_label",
        "metrics.f1_macro_multi_label",
        "metrics.accuracy"
    ],
    "outputs": [
        "class",
        "label"
    ],
    "type": "form_task"
}

References: metrics.f1_macro_multi_label, metrics.f1_micro_multi_label, metrics.accuracy




multi_label.json

Note

ID: tasks.classification.multi_label.json | Type: FormTask

{
    "augmentable_inputs": [
        "text"
    ],
    "inputs": [
        "text",
        "text_type",
        "classes",
        "type_of_classes"
    ],
    "metrics": [
        "metrics.f1_micro_multi_label",
        "metrics.accuracy",
        "metrics.f1_macro_multi_label"
    ],
    "outputs": [
        "labels"
    ],
    "type": "form_task"
}

References: metrics.f1_macro_multi_label, metrics.f1_micro_multi_label, metrics.accuracy




multi_class.json

Note

ID: tasks.classification.multi_class.json | Type: FormTask

{
    "augmentable_inputs": [
        "text"
    ],
    "inputs": [
        "text",
        "text_type",
        "classes",
        "type_of_class"
    ],
    "metrics": [
        "metrics.f1_micro",
        "metrics.accuracy",
        "metrics.f1_macro"
    ],
    "outputs": [
        "label"
    ],
    "type": "form_task"
}

References: metrics.f1_macro, metrics.f1_micro, metrics.accuracy




qa


contextual.json

Note

ID: tasks.qa.contextual.json | Type: FormTask

{
    "inputs": [
        "context",
        "question"
    ],
    "metrics": [
        "metrics.squad"
    ],
    "outputs": [
        "answer"
    ],
    "type": "form_task"
}

References: metrics.squad




open.json

Note

ID: tasks.qa.open.json | Type: FormTask

{
    "inputs": [
        "question"
    ],
    "metrics": [
        "metrics.squad"
    ],
    "outputs": [
        "answer"
    ],
    "type": "form_task"
}

References: metrics.squad




multiple_choice


contextual.json

Note

ID: tasks.qa.multiple_choice.contextual.json | Type: FormTask

{
    "inputs": [
        "context",
        "question",
        "choices"
    ],
    "metrics": [
        "metrics.accuracy"
    ],
    "outputs": [
        "answer",
        "choices"
    ],
    "type": "form_task"
}

References: metrics.accuracy




open.json

Note

ID: tasks.qa.multiple_choice.open.json | Type: FormTask

{
    "inputs": [
        "question",
        "choices"
    ],
    "metrics": [
        "metrics.accuracy"
    ],
    "outputs": [
        "answer",
        "choices"
    ],
    "type": "form_task"
}

References: metrics.accuracy




contextual_ppl.json

Note

ID: tasks.qa.multiple_choice.contextual_ppl.json | Type: FormTask

{
    "inputs": [
        "context",
        "choices"
    ],
    "metrics": [
        "metrics.accuracy"
    ],
    "outputs": [
        "answer",
        "choices"
    ],
    "type": "form_task"
}

References: metrics.accuracy




with_topic.json

Note

ID: tasks.qa.multiple_choice.with_topic.json | Type: FormTask

{
    "inputs": [
        "topic",
        "question",
        "choices"
    ],
    "metrics": [
        "metrics.accuracy"
    ],
    "outputs": [
        "answer",
        "choices"
    ],
    "type": "form_task"
}

References: metrics.accuracy




contextual_with_topic.json

Note

ID: tasks.qa.multiple_choice.contextual_with_topic.json | Type: FormTask

{
    "inputs": [
        "topic",
        "context",
        "question",
        "choices"
    ],
    "metrics": [
        "metrics.accuracy"
    ],
    "outputs": [
        "answer",
        "choices"
    ],
    "type": "form_task"
}

References: metrics.accuracy




original.json

Note

ID: tasks.qa.multiple_choice.original.json | Type: FormTask

{
    "inputs": [
        "question",
        "choices"
    ],
    "metrics": [
        "metrics.accuracy"
    ],
    "outputs": [
        "answer",
        "choices"
    ],
    "type": "form_task"
}

References: metrics.accuracy




metrics


sentence_bert


mpnet


base

v2.json

Note

ID: metrics.sentence_bert.mpnet.base.v2.json | Type: SentenceBert

{
    "model_name": "sentence-transformers/all-mpnet-base-v2",
    "type": "sentence_bert"
}



f1_weighted.json

Note

ID: metrics.f1_weighted.json | Type: F1Weighted

{
    "type": "f1_weighted"
}



reward


deberta


v3

large

v2.json

Note

ID: metrics.reward.deberta.v3.large.v2.json | Type: Reward

{
    "model_name": "OpenAssistant/reward-model-deberta-v3-large-v2",
    "type": "reward"
}



token_overlap.json

Note

ID: metrics.token_overlap.json | Type: TokenOverlap

{
    "type": "token_overlap"
}



wer.json

Note

ID: metrics.wer.json | Type: Wer

{
    "type": "wer"
}



rouge_with_confidence_intervals.json

Note

ID: metrics.rouge_with_confidence_intervals.json | Type: Rouge

{
    "type": "rouge"
}



f1_micro_multi_label.json

Note

ID: metrics.f1_micro_multi_label.json | Type: F1MicroMultiLabel

{
    "type": "f1_micro_multi_label"
}



precision_micro_multi_label.json

Note

ID: metrics.precision_micro_multi_label.json | Type: PrecisionMicroMultiLabel

{
    "type": "precision_micro_multi_label"
}



spearman.json

Note

ID: metrics.spearman.json | Type: MetricPipeline

{
    "main_score": "spearmanr",
    "metric": {
        "hf_metric_name": "spearmanr",
        "main_score": "spearmanr",
        "type": "huggingface_metric"
    },
    "preprocess_steps": [
        {
            "field_to_field": [
                [
                    "references/0",
                    "references"
                ]
            ],
            "type": "copy_fields",
            "use_query": true
        },
        {
            "failure_defaults": {
                "prediction": 0.0
            },
            "fields": {
                "prediction": "float",
                "references": "float"
            },
            "type": "cast_fields",
            "use_nested_query": true
        }
    ],
    "type": "metric_pipeline"
}



kpa.json

Note

ID: metrics.kpa.json | Type: KPA

{
    "type": "kpa"
}



token_overlap_with_context.json

Note

ID: metrics.token_overlap_with_context.json | Type: MetricPipeline

{
    "main_score": "score",
    "metric": {
        "type": "token_overlap"
    },
    "postpreprocess_steps": [
        {
            "field_to_field": [
                [
                    "score/global/f1",
                    "score/global/f1_overlap_with_context"
                ],
                [
                    "score/global/recall",
                    "score/global/recall_overlap_with_context"
                ],
                [
                    "score/global/precision",
                    "score/global/precision_overlap_with_context"
                ]
            ],
            "type": "copy_fields",
            "use_query": true
        }
    ],
    "preprocess_steps": [
        {
            "field_to_field": [
                [
                    "additional_inputs/context",
                    "references"
                ]
            ],
            "type": "copy_fields",
            "use_query": true
        },
        {
            "fields": [
                "references"
            ],
            "to_field": "references",
            "type": "list_field_values"
        }
    ],
    "type": "metric_pipeline"
}



char_edit_dist_accuracy.json

Note

ID: metrics.char_edit_dist_accuracy.json | Type: CharEditDistanceAccuracy

{
    "type": "char_edit_distance_accuracy"
}



precision_macro_multi_label.json

Note

ID: metrics.precision_macro_multi_label.json | Type: PrecisionMacroMultiLabel

{
    "type": "precision_macro_multi_label"
}



rouge.json

Note

ID: metrics.rouge.json | Type: Rouge

{
    "n_resamples": null,
    "type": "rouge"
}



ner.json

Note

ID: metrics.ner.json | Type: NER

{
    "type": "ner"
}



accuracy.json

Note

ID: metrics.accuracy.json | Type: Accuracy

{
    "type": "accuracy"
}



retrieval_at_k.json

Note

ID: metrics.retrieval_at_k.json | Type: RetrievalAtK

{
    "k_list": [
        1,
        3,
        5,
        10,
        20,
        40
    ],
    "type": "retrieval_at_k"
}



string_containment.json

Note

ID: metrics.string_containment.json | Type: StringContainment

{
    "type": "string_containment"
}



f1_macro.json

Note

ID: metrics.f1_macro.json | Type: F1Macro

{
    "type": "f1_macro"
}



recall_micro_multi_label.json

Note

ID: metrics.recall_micro_multi_label.json | Type: RecallMicroMultiLabel

{
    "type": "recall_micro_multi_label"
}



ndcg.json

Note

ID: metrics.ndcg.json | Type: MetricPipeline

{
    "main_score": "nDCG",
    "metric": {
        "type": "ndcg"
    },
    "preprocess_steps": [
        {
            "field_to_field": [
                [
                    "references/0",
                    "references"
                ]
            ],
            "type": "copy_fields",
            "use_query": true
        },
        {
            "failure_defaults": {
                "prediction": null
            },
            "fields": {
                "prediction": "float",
                "references": "float"
            },
            "type": "cast_fields",
            "use_nested_query": true
        }
    ],
    "type": "metric_pipeline"
}



sacrebleu.json

Note

ID: metrics.sacrebleu.json | Type: MetricPipeline

{
    "main_score": "sacrebleu",
    "metric": {
        "hf_additional_input_fields_pass_one_value": [
            "tokenize"
        ],
        "hf_main_score": "score",
        "hf_metric_name": "sacrebleu",
        "main_score": "sacrebleu",
        "scale": 1.0,
        "scaled_fields": [
            "sacrebleu",
            "precisions"
        ],
        "type": "huggingface_metric"
    },
    "preprocess_steps": [
        {
            "field_to_field": [
                [
                    "additional_inputs/target_language",
                    "additional_inputs/tokenize"
                ]
            ],
            "get_default": "en",
            "not_exist_ok": true,
            "type": "copy_fields",
            "use_query": true
        },
        {
            "mappers": {
                "additional_inputs/tokenize": {
                    "en": "",
                    "ja": "ja-mecab"
                }
            },
            "strict": true,
            "type": "map_instance_values",
            "use_query": true
        }
    ],
    "type": "metric_pipeline"
}



squad.json

Note

ID: metrics.squad.json | Type: MetricPipeline

{
    "main_score": "f1",
    "metric": {
        "hf_metric_name": "squad",
        "main_score": "f1",
        "scale": 100.0,
        "scaled_fields": [
            "f1",
            "exact_match"
        ],
        "type": "huggingface_metric"
    },
    "preprocess_steps": [
        {
            "type": "add_id"
        },
        {
            "fields": {
                "prediction_template": {
                    "id": "ID",
                    "prediction_text": "PRED"
                },
                "reference_template": {
                    "answers": {
                        "answer_start": [
                            -1
                        ],
                        "text": "REF"
                    },
                    "id": "ID"
                }
            },
            "type": "add_fields",
            "use_deepcopy": true
        },
        {
            "field_to_field": [
                [
                    "references",
                    "reference_template/answers/text"
                ],
                [
                    "prediction",
                    "prediction_template/prediction_text"
                ],
                [
                    "id",
                    "prediction_template/id"
                ],
                [
                    "id",
                    "reference_template/id"
                ]
            ],
            "type": "copy_fields",
            "use_query": true
        },
        {
            "field_to_field": [
                [
                    "reference_template",
                    "references"
                ],
                [
                    "prediction_template",
                    "prediction"
                ]
            ],
            "type": "copy_fields",
            "use_query": true
        }
    ],
    "type": "metric_pipeline"
}



mrr.json

Note

ID: metrics.mrr.json | Type: MRR

{
    "type": "mrr"
}



map.json

Note

ID: metrics.map.json | Type: MAP

{
    "type": "map"
}



f1_macro_multi_label.json

Note

ID: metrics.f1_macro_multi_label.json | Type: F1MacroMultiLabel

{
    "type": "f1_macro_multi_label"
}



normalized_sacrebleu.json

Note

ID: metrics.normalized_sacrebleu.json | Type: MetricPipeline

{
    "main_score": "sacrebleu",
    "metric": {
        "hf_additional_input_fields_pass_one_value": [
            "tokenize"
        ],
        "hf_main_score": "score",
        "hf_metric_name": "sacrebleu",
        "main_score": "sacrebleu",
        "scale": 100.0,
        "scaled_fields": [
            "sacrebleu",
            "precisions"
        ],
        "type": "huggingface_metric"
    },
    "preprocess_steps": [
        {
            "field_to_field": [
                [
                    "additional_inputs/target_language",
                    "additional_inputs/tokenize"
                ]
            ],
            "get_default": "en",
            "not_exist_ok": true,
            "type": "copy_fields",
            "use_query": true
        },
        {
            "mappers": {
                "additional_inputs/tokenize": {
                    "French": null,
                    "German": null,
                    "Japanese": "ja-mecab",
                    "Portuguese": null,
                    "Spanish": null,
                    "de": null,
                    "deutch": null,
                    "en": null,
                    "english": null,
                    "es": null,
                    "fr": null,
                    "french": null,
                    "ja": "ja-mecab",
                    "japanese": "ja-mecab",
                    "pt": null,
                    "romanian": null
                }
            },
            "strict": true,
            "type": "map_instance_values",
            "use_query": true
        }
    ],
    "type": "metric_pipeline"
}



bleu.json

Note

ID: metrics.bleu.json | Type: HuggingfaceMetric

{
    "hf_metric_name": "bleu",
    "main_score": "bleu",
    "scale": 1.0,
    "type": "huggingface_metric"
}



bert_score


deberta


xlarge

mnli.json

Note

ID: metrics.bert_score.deberta.xlarge.mnli.json | Type: BertScore

{
    "model_name": "microsoft/deberta-xlarge-mnli",
    "type": "bert_score"
}



matthews_correlation.json

Note

ID: metrics.matthews_correlation.json | Type: MatthewsCorrelation

{
    "type": "matthews_correlation"
}



recall_macro_multi_label.json

Note

ID: metrics.recall_macro_multi_label.json | Type: RecallMacroMultiLabel

{
    "type": "recall_macro_multi_label"
}



f1_micro.json

Note

ID: metrics.f1_micro.json | Type: F1Micro

{
    "type": "f1_micro"
}



augmentors


no_augmentation.json

Note

ID: augmentors.no_augmentation.json | Type: NullAugmentor

{
    "type": "null_augmentor"
}



augment_whitespace_task_input.json

Note

ID: augmentors.augment_whitespace_task_input.json | Type: AugmentWhitespace

{
    "augment_task_input": true,
    "type": "augment_whitespace"
}



augment_whitespace_model_input.json

Note

ID: augmentors.augment_whitespace_model_input.json | Type: AugmentWhitespace

{
    "augment_model_input": true,
    "type": "augment_whitespace"
}



benchmarks


glue.json

Note

ID: benchmarks.glue.json | Type: WeightedFusion

{
    "include_splits": null,
    "origins": [
        "recipes.wnli_3_shot",
        "recipes.wnli_3_shot"
    ],
    "total_examples": 4,
    "type": "weighted_fusion",
    "weights": [
        1,
        1
    ]
}

References: recipes.wnli_3_shot




splitters


large_no_dev.json

Note

ID: splitters.large_no_dev.json | Type: SplitRandomMix

{
    "mix": {
        "test": "test",
        "train": "train[99%]",
        "validation": "train[1%]"
    },
    "type": "split_random_mix"
}



test_only.json

Note

ID: splitters.test_only.json | Type: SplitRandomMix

{
    "mix": {
        "test": "test",
        "train": "test[0%]",
        "validation": "test[0%]"
    },
    "type": "split_random_mix"
}



small_no_test.json

Note

ID: splitters.small_no_test.json | Type: SplitRandomMix

{
    "mix": {
        "test": "validation",
        "train": "train[95%]",
        "validation": "train[5%]"
    },
    "type": "split_random_mix"
}



default.json

Note

ID: splitters.default.json | Type: SplitRandomMix

{
    "mix": {
        "test": "test",
        "train": "train",
        "validation": "validation"
    },
    "type": "split_random_mix"
}



diverse_labels_sampler.json

Note

ID: splitters.diverse_labels_sampler.json | Type: DiverseLabelsSampler

{
    "type": "diverse_labels_sampler"
}



large_no_test.json

Note

ID: splitters.large_no_test.json | Type: SplitRandomMix

{
    "mix": {
        "test": "validation",
        "train": "train[99%]",
        "validation": "train[1%]"
    },
    "type": "split_random_mix"
}



small_no_dev.json

Note

ID: splitters.small_no_dev.json | Type: SplitRandomMix

{
    "mix": {
        "test": "test",
        "train": "train[95%]",
        "validation": "train[5%]"
    },
    "type": "split_random_mix"
}



processors


first_character.json

Note

ID: processors.first_character.json | Type: FirstCharacter

{
    "type": "first_character"
}



to_string.json

Note

ID: processors.to_string.json | Type: ToString

{
    "type": "to_string"
}



to_list_by_comma.json

Note

ID: processors.to_list_by_comma.json | Type: ToListByComma

{
    "type": "to_list_by_comma"
}



load_json.json

Note

ID: processors.load_json.json | Type: LoadJson

{
    "type": "load_json"
}



list_to_empty_entity_tuples.json

Note

ID: processors.list_to_empty_entity_tuples.json | Type: ListToEmptyEntitiesTuples

{
    "type": "list_to_empty_entities_tuples"
}



to_yes_or_none.json

Note

ID: processors.to_yes_or_none.json | Type: ToYesOrNone

{
    "type": "to_yes_or_none"
}



stance_to_pro_con.json

Note

ID: processors.stance_to_pro_con.json | Type: StanceToProCon

{
    "type": "stance_to_pro_con"
}



hate_speech_or_not_hate_speech.json

Note

ID: processors.hate_speech_or_not_hate_speech.json | Type: StringOrNotString

{
    "string": "hate speech",
    "type": "string_or_not_string"
}



yes_no_to_int.json

Note

ID: processors.yes_no_to_int.json | Type: YesNoToInt

{
    "type": "yes_no_to_int"
}



string_or_not_hate.json

Note

ID: processors.string_or_not_hate.json | Type: StringOrNotString

{
    "string": "hate speech",
    "type": "string_or_not_string"
}



take_first_non_empty_line.json

Note

ID: processors.take_first_non_empty_line.json | Type: TakeFirstNonEmptyLine

{
    "type": "take_first_non_empty_line"
}



toxic_or_not_toxic.json

Note

ID: processors.toxic_or_not_toxic.json | Type: StringOrNotString

{
    "string": "toxic",
    "type": "string_or_not_string"
}



lower_case_till_punc.json

Note

ID: processors.lower_case_till_punc.json | Type: LowerCaseTillPunc

{
    "type": "lower_case_till_punc"
}



to_span_label_pairs_surface_only.json

Note

ID: processors.to_span_label_pairs_surface_only.json | Type: RegexParser

{
    "regex": "\\s*((?:\\\\.|[^,])+?)\\s*(?:,|$)()",
    "termination_regex": "^\\s*None\\s*$",
    "type": "regex_parser"
}



to_pairs.json

Note

ID: processors.to_pairs.json | Type: RegexParser

{
    "regex": "(\\w+):(\\w+)",
    "type": "regex_parser"
}



take_first_word.json

Note

ID: processors.take_first_word.json | Type: TakeFirstWord

{
    "type": "take_first_word"
}



convert_to_boolean.json

Note

ID: processors.convert_to_boolean.json | Type: ConvertToBoolean

{
    "type": "convert_to_boolean"
}



dict_of_lists_to_value_key_pairs.json

Note

ID: processors.dict_of_lists_to_value_key_pairs.json | Type: DictOfListsToPairs

{
    "position_key_before_value": false,
    "type": "dict_of_lists_to_pairs"
}



lower_case.json

Note

ID: processors.lower_case.json | Type: LowerCase

{
    "type": "lower_case"
}



to_span_label_pairs.json

Note

ID: processors.to_span_label_pairs.json | Type: RegexParser

{
    "regex": "\\s*((?:[^,:\\\\]|\\\\.)+?)\\s*:\\s*((?:[^,:\\\\]|\\\\.)+?)\\s*(?=,|$)",
    "type": "regex_parser"
}



to_string_stripped.json

Note

ID: processors.to_string_stripped.json | Type: ToStringStripped

{
    "type": "to_string_stripped"
}