README.md

PIE Dataset Card for CoNLL2012 shared task data based on OntoNotes 5.0

This is a PyTorch-IE (PIE) wrapper for the CoNLL 2012 OntoNotes v.5.0 Huggingface dataset loading script.

Dataset Variants

This dataset contains data in three languages and two versions:

• arabic_v4
• chinese_v4
• english_v4
• english_v12

Data Schema

The document type for this dataset is Conll2012OntonotesV5Document which defines the following data fields:

• id (str)
• tokens (tuple)
• pos_tags (list)
• metadata (dictionary, optional)

and the following annotation layers:

• entities (annotation type: LabeledSpan, target: tokens)
• parts (annotation type: LabeledSpan, target: tokens)
• predicates (annotation type: Predicate, target: tokens)
• sentences (annotation type: Span, target: tokens)
• coref_mentions (annotation type: Span, target: tokens)
• coref_clusters (annotation type: SpanSet, target: coref_mentions)
• srl_arguments (annotation type: Span, target: tokens)
• srl_relations (annotation type: NaryRelation, target: srl_arguments)
• word_senses (annotation type: LabeledSpan, target: tokens)
• speakers (annotation type: Attribute, target: sentences)
• parse_trees (annotation type: Attribute, target: sentences)

See here for the annotation type definitions.

Document Converters

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

• pie_documents.documents.TextDocumentWithLabeledSpansAndLabeledPartitions

See here for the document type definitions.