π Token Overlap With ContextΒΆ
metrics.token_overlap_with_context
type: MetricPipeline
main_score: f1
preprocess_steps:
- type: Copy
field: task_data/context
to_field: references
- type: ListFieldValues
fields:
- references
to_field: references
metric:
type: TokenOverlap
postprocess_steps:
- type: Copy
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
[source]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 {βaβ: 2, βbβ: 3}, when processed by Copy(field_to_field={βaβ: βbβ} would yield {βaβ: 2, βbβ: 2}, and when processed by Copy(field_to_field={βaβ: βcβ} would yield {βaβ: 2, βbβ: 3, βcβ: 2}
with field names containing / , we can also copy inside the field: Copy(field=βa/0β,to_field=βaβ) would process instance {βaβ: [1, 3]} into {βaβ: 1}
Explanation about ListFieldValuesΒΆ
Concatenates values of multiple fields into a list, and assigns it to a new field.
Read more about catalog usage here.