Pre-release
This release is a pre-release and may not be stable for production use.
Semantic Role Lableing with BERT
Semantic Role Labeling based on AllenNLP implementation of Shi et al, 2019. It uses VerbAatlas inventory and it's trained also on predicate disambiguation, in addition to arguments identification and disambiguation.
- Language Model: BERT
- Dataset: CoNLL 2012
Results
With bert-base-cased:
# Dev set
- F1 arguments 87.6
- F1 predicates 95.5
# Test set
- F1 arguments x
- F1 predicates x
With bert-base-multilingual-cased:
# Dev set
- F1 arguments 86.2
- F1 predicates 94.2
# Test set
- F1 arguments 86.1
- F1 predicates 94.9
1 maintainer
Metadata
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Release files for transformer-srl 2.0.dev20202507
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Release files / transformer_srl-2.0.dev20202507.tar.gz
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