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semantic-role-labeling-on-ontonotes

Semantic Role Labeling
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PaperCodeF1ModelNameReleaseDate
Better Combine Them Together! Integrating Syntactic Constituency and Dependency Representations for Semantic Role Labeling✓ Link88.59HeSyFu
Semantic Role Labeling as Dependency Parsing: Exploring Latent Tree Structures Inside Arguments✓ Link88.32CRF2o + RoBERTa2021-10-13
An MRC Framework for Semantic Role Labeling✓ Link88.3MRC-SRL2021-09-14
Augmenting Transformers with Recursively Composed Multi-grained Representations✓ Link88.0ReCAT(pretrained on wikitext103)2023-09-28
Syntax-driven Approach for Semantic Role Labeling✓ Link87.67SRL-MM + XLNet
Semantic Role Labeling as Dependency Parsing: Exploring Latent Tree Structures Inside Arguments✓ Link87.66CRF2o + BERT2021-10-13
Constraining Linear-chain CRFs to Regular Languages✓ Link87.51RoBERTa+RegCCRF2021-06-14
Constraining Linear-chain CRFs to Regular Languages✓ Link 87.27RoBERTa+CRF2021-06-14
A Span Selection Model for Semantic Role Labeling✓ Link87.0BiLSTM-Span (Ensemble)2018-10-04
A Span Selection Model for Semantic Role Labeling✓ Link86.2BiLSTM-Span2018-10-04
Dependency or Span, End-to-End Uniform Semantic Role Labeling✓ Link86.0Li et al.2019-01-16
Jointly Predicting Predicates and Arguments in Neural Semantic Role Labeling✓ Link85.5He et al.,2018-05-12
Deep contextualized word representations✓ Link84.6He et al., 2017 + ELMo2018-02-15
Semantic Role Labeling as Dependency Parsing: Exploring Latent Tree Structures Inside Arguments✓ Link83.66CRF2o2021-10-13
Deep Semantic Role Labeling with Self-Attention✓ Link82.7Tan et al.2017-12-05
Jointly Predicting Predicates and Arguments in Neural Semantic Role Labeling✓ Link82.1He et al.2018-05-12
Deep Semantic Role Labeling: What Works and What's Next✓ Link81.7He et al.2017-07-01
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