πŸ“„ answer_correctnessΒΆ

Note

ID: metrics.rag.answer_correctness | Type: MetricPipeline

{
    "main_score": "recall",
    "metric": "metrics.token_overlap",
    "preprocess_steps": [
        {
            "field_to_field": [
                [
                    "ground_truths",
                    "references"
                ]
            ],
            "type": "copy_fields"
        },
        {
            "field_to_field": [
                [
                    "answer",
                    "prediction"
                ]
            ],
            "type": "copy_fields"
        }
    ],
    "type": "metric_pipeline"
}

Explanation about CopyFieldsΒΆ

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 CopyField(field_to_field={β€œa”: β€œb”} would yield {β€œa”: 2, β€œb”: 2}, and when processed by CopyField(field_to_field={β€œa”: β€œc”} would yield {β€œa”: 2, β€œb”: 3, β€œc”: 2}

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

References: metrics.token_overlap

Read more about catalog usage here.