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Semantic Role Labeling
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OntoNotes
Semantic Role Labeling on OntoNotes
Metric: F1 (higher is better)
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#
Model
↕
F1
▼
Extra Data
Paper
Date
↕
Code
1
HeSyFu
88.59
No
-
-
Code
2
CRF2o + RoBERTa
88.32
No
Semantic Role Labeling as Dependency Parsing: Ex...
2021-10-13
Code
3
MRC-SRL
88.3
No
An MRC Framework for Semantic Role Labeling
2021-09-14
Code
4
ReCAT(pretrained on wikitext103)
88
No
Augmenting Transformers with Recursively Compose...
2023-09-28
Code
5
SRL-MM + XLNet
87.67
No
-
-
Code
6
CRF2o + BERT
87.66
No
Semantic Role Labeling as Dependency Parsing: Ex...
2021-10-13
Code
7
RoBERTa+RegCCRF
87.51
No
Constraining Linear-chain CRFs to Regular Langua...
2021-06-14
Code
8
RoBERTa+CRF
87.27
No
Constraining Linear-chain CRFs to Regular Langua...
2021-06-14
Code
9
BiLSTM-Span (Ensemble)
87
No
A Span Selection Model for Semantic Role Labeling
2018-10-04
Code
10
BiLSTM-Span
86.2
No
A Span Selection Model for Semantic Role Labeling
2018-10-04
Code
11
Li et al.
86
No
Dependency or Span, End-to-End Uniform Semantic ...
2019-01-16
Code
12
He et al.,
85.5
No
Jointly Predicting Predicates and Arguments in N...
2018-05-12
Code
13
He et al., 2017 + ELMo
84.6
No
Deep contextualized word representations
2018-02-15
Code
14
CRF2o
83.66
No
Semantic Role Labeling as Dependency Parsing: Ex...
2021-10-13
Code
15
Tan et al.
82.7
No
Deep Semantic Role Labeling with Self-Attention
2017-12-05
Code
16
He et al.
82.1
No
Jointly Predicting Predicates and Arguments in N...
2018-05-12
Code
17
He et al.
81.7
No
-
-
Code