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SOTA
语义角色标注
Semantic Role Labeling On Conll 2005
Semantic Role Labeling On Conll 2005
评估指标
F1
评测结果
各个模型在此基准测试上的表现结果
Columns
模型名称
F1
Paper Title
Repository
MRC-SRL
90.0
An MRC Framework for Semantic Role Labeling
SRL-MM + XLNet
89.80
Syntax-driven Approach for Semantic Role Labeling
-
CRF2o + RoBERTa
89.54
Semantic Role Labeling as Dependency Parsing: Exploring Latent Tree Structures Inside Arguments
HeSyFu
89.04
-
-
CRF2o + BERT
89.03
Semantic Role Labeling as Dependency Parsing: Exploring Latent Tree Structures Inside Arguments
Mohammadshahi and Henderson (2021)
88.93
Syntax-Aware Graph-to-Graph Transformer for Semantic Role Labelling
-
BiLSTM-Span (Ensemble, predicates given)
88.5
A Span Selection Model for Semantic Role Labeling
CRF2o
87.87
Semantic Role Labeling as Dependency Parsing: Exploring Latent Tree Structures Inside Arguments
Li et al. (2019) (Ensemble)
87.7
Dependency or Span, End-to-End Uniform Semantic Role Labeling
BiLSTM-Span
87.6
A Span Selection Model for Semantic Role Labeling
Li et al. (2019) + ELMo
86.3
Dependency or Span, End-to-End Uniform Semantic Role Labeling
LISA
86.04
Linguistically-Informed Self-Attention for Semantic Role Labeling
He et al. (2018) + ELMo
86.0
Jointly Predicting Predicates and Arguments in Neural Semantic Role Labeling
Li et al. (2019)
83.0
Dependency or Span, End-to-End Uniform Semantic Role Labeling
He et al. (2018)
82.5
Jointly Predicting Predicates and Arguments in Neural Semantic Role Labeling
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