OpenCodePapers

semantic-role-labeling-on-conll-2005

Semantic Role Labeling
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PaperCodeF1ModelNameReleaseDate
An MRC Framework for Semantic Role Labeling✓ Link90.0MRC-SRL2021-09-14
Syntax-driven Approach for Semantic Role Labeling✓ Link89.80SRL-MM + XLNet
Semantic Role Labeling as Dependency Parsing: Exploring Latent Tree Structures Inside Arguments✓ Link89.54CRF2o + RoBERTa2021-10-13
Better Combine Them Together! Integrating Syntactic Constituency and Dependency Representations for Semantic Role Labeling✓ Link89.04HeSyFu
Semantic Role Labeling as Dependency Parsing: Exploring Latent Tree Structures Inside Arguments✓ Link89.03CRF2o + BERT2021-10-13
Syntax-Aware Graph-to-Graph Transformer for Semantic Role Labelling88.93Mohammadshahi and Henderson (2021)2021-04-15
A Span Selection Model for Semantic Role Labeling✓ Link88.5BiLSTM-Span (Ensemble, predicates given)2018-10-04
Semantic Role Labeling as Dependency Parsing: Exploring Latent Tree Structures Inside Arguments✓ Link87.87CRF2o2021-10-13
Dependency or Span, End-to-End Uniform Semantic Role Labeling✓ Link87.7Li et al. (2019) (Ensemble)2019-01-16
A Span Selection Model for Semantic Role Labeling✓ Link87.6BiLSTM-Span2018-10-04
Dependency or Span, End-to-End Uniform Semantic Role Labeling✓ Link86.3Li et al. (2019) + ELMo2019-01-16
Linguistically-Informed Self-Attention for Semantic Role Labeling✓ Link86.04LISA2018-04-23
Jointly Predicting Predicates and Arguments in Neural Semantic Role Labeling✓ Link86.0He et al. (2018) + ELMo2018-05-12
Dependency or Span, End-to-End Uniform Semantic Role Labeling✓ Link83.0Li et al. (2019)2019-01-16
Jointly Predicting Predicates and Arguments in Neural Semantic Role Labeling✓ Link82.5He et al. (2018)2018-05-12