πŸ“„ Answer CorrectnessΒΆ

Note

ID: metrics.rag.answer_correctness | Type: MetricPipeline

{
    "__type__": "metric_pipeline",
    "main_score": "recall",
    "metric": "metrics.token_overlap",
    "preprocess_steps": [
        {
            "__type__": "copy",
            "field": "ground_truths",
            "to_field": "references"
        },
        {
            "__type__": "copy",
            "field": "answer",
            "to_field": "prediction"
        }
    ]
}

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={β€œa”: β€œb”} would yield {β€œa”: 2, β€œb”: 2}, and when processed by Copy(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: Copy(field=”a/0”,to_field=”a”) would process instance {β€œa”: [1, 3]} into {β€œa”: 1}

References: metrics.token_overlap

Read more about catalog usage here.