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SotA/Natural Language Processing/Semantic Role Labeling/OntoNotes

Semantic Role Labeling on OntoNotes

Metric: F1 (higher is better)

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#Model↕F1▼Extra DataPaperDate↕Code
1HeSyFu88.59No--Code
2CRF2o + RoBERTa88.32NoSemantic Role Labeling as Dependency Parsing: Ex...2021-10-13Code
3MRC-SRL88.3NoAn MRC Framework for Semantic Role Labeling2021-09-14Code
4ReCAT(pretrained on wikitext103)88NoAugmenting Transformers with Recursively Compose...2023-09-28Code
5SRL-MM + XLNet87.67No--Code
6CRF2o + BERT87.66NoSemantic Role Labeling as Dependency Parsing: Ex...2021-10-13Code
7RoBERTa+RegCCRF87.51NoConstraining Linear-chain CRFs to Regular Langua...2021-06-14Code
8RoBERTa+CRF87.27NoConstraining Linear-chain CRFs to Regular Langua...2021-06-14Code
9BiLSTM-Span (Ensemble)87NoA Span Selection Model for Semantic Role Labeling2018-10-04Code
10BiLSTM-Span86.2NoA Span Selection Model for Semantic Role Labeling2018-10-04Code
11Li et al.86NoDependency or Span, End-to-End Uniform Semantic ...2019-01-16Code
12He et al.,85.5NoJointly Predicting Predicates and Arguments in N...2018-05-12Code
13He et al., 2017 + ELMo84.6NoDeep contextualized word representations2018-02-15Code
14CRF2o83.66NoSemantic Role Labeling as Dependency Parsing: Ex...2021-10-13Code
15Tan et al.82.7NoDeep Semantic Role Labeling with Self-Attention2017-12-05Code
16He et al.82.1NoJointly Predicting Predicates and Arguments in N...2018-05-12Code
17He et al.81.7No--Code