πŸ“„ Bert Score Recall Ml [deprecated]ΒΆ

Deprecation message: This metric should be replaced with metrics.rag.external_rag.answer_correctness.bert_score_recall_ml

metrics.rag.answer_correctness.bert_score_recall_ml

MetricPipeline(
    main_score="recall",
    preprocess_steps=[
        Copy(
            field_to_field={
                "task_data/reference_answers": "references",
                "answer": "prediction",
            },
            not_exist_do_nothing=True,
        ),
        Copy(
            field_to_field={
                "ground_truths": "references",
            },
            not_exist_do_nothing=True,
        ),
    ],
    metric="metrics.bert_score.deberta_v3_base_mnli_xnli_ml",
)
[source]

from unitxt.operators import Copy

Explanation about CopyΒΆ

Copies values from specified fields to specified fields.

Args (of parent class):

field_to_field (Union[List[List], Dict[str, str]]): A list of lists, where each sublist contains the source field and the destination field, or a dictionary mapping source fields to destination fields.

Examples:

An input instance {β€œa”: 2, β€œb”: 3}, when processed by Copy(field_to_field={"a": "b"}) would yield {β€œa”: 2, β€œb”: 2}, and when processed by Copy(field_to_field={"a": "c"}) would yield {β€œa”: 2, β€œb”: 3, β€œc”: 2}

with field names containing / , we can also copy inside the field: Copy(field="a/0",to_field="a") would process instance {β€œa”: [1, 3]} into {β€œa”: 1}

References: metrics.bert_score.deberta_v3_base_mnli_xnli_ml

Read more about catalog usage here.