drugprot / README.md
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initial release from https://github.com/ArneBinder/pie-datasets/pull/106
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PIE Dataset Card for "DrugProt"

This is a PyTorch-IE wrapper for the DrugProt Huggingface dataset loading script.

Data Schema

There are two versions of the dataset supported, drugprot_source and drugprot_bigbio_kb.

DrugprotDocument for drugprot_source

defines following fields:

  • text (str)
  • id (str, optional)
  • metadata (dictionary, optional)
  • title (str, optional)
  • abstract (str, optional)

and the following annotation layers:

  • entities (annotation type: LabeledSpan, target: text)
  • relations (annotation type: BinaryRelation, target: entities)

DrugprotBigbioDocument for drugprot_bigbio_kb

defines following fields:

  • text (str)
  • id (str, optional)
  • metadata (dictionary, optional)

and the following annotation layers:

  • passages (annotation type: LabeledSpan, target: text)
  • entities (annotation type: LabeledSpan, target: text)
  • relations (annotation type: BinaryRelation, target: entities)

See here for the annotation type definitions.

Document Converters

The dataset provides predefined document converters for the following target document types:

  • pie_modules.documents.TextDocumentWithLabeledSpansAndBinaryRelations for DrugprotDocument
  • pie_modules.documents.TextDocumentWithLabeledSpansBinaryRelationsAndLabeledPartitions for DrugprotBigbioDocument

See here for the document type definitions.