Semantic Role Labeling on CoNLL 2012

Metric: F1 (higher is better)

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#	Model↕	F1▼	Extra Data	Paper	Date↕	Code
1	LISA	97.2	No	Linguistically-Informed Self-Attention for Seman...	2018-04-23	Code
2	Fei et al. 2021 (HeSyFu) + RoBERTa	88.59	No	-	-	Code
3	CRF2O + BERT	85.45	No	Semantic Role Labeling as Dependency Parsing: Ex...	2021-10-13	Code
4	LISA + ELMo	83.38	No	Linguistically-Informed Self-Attention for Seman...	2018-04-23	Code
5	He et al. 2018 + ELMo	82.9	No	Jointly Predicting Predicates and Arguments in N...	2018-05-12	Code
6	SpanRel	82.4	No	Generalizing Natural Language Analysis through S...	2019-11-10	Code
7	LISA	82.33	No	Linguistically-Informed Self-Attention for Seman...	2018-04-23	Code
8	He et al. 2018	79.8	No	Jointly Predicting Predicates and Arguments in N...	2018-05-12	Code

#1LISASOTA
97.2
F1· 2018-04-23
Linguistically-Informed Self-Attention for Semantic Role Labeling Code
#2Fei et al. 2021 (HeSyFu) + RoBERTa
88.59
F1
No paperCode
#3CRF2O + BERT
85.45
F1· 2021-10-13
Semantic Role Labeling as Dependency Parsing: Exploring Latent Tree Structures Inside Arguments Code
#4LISA + ELMo
83.38
F1· 2018-04-23
Linguistically-Informed Self-Attention for Semantic Role Labeling Code
#5He et al. 2018 + ELMo
82.9
F1· 2018-05-12
Jointly Predicting Predicates and Arguments in Neural Semantic Role Labeling Code
#6SpanRel
82.4
F1· 2019-11-10
Generalizing Natural Language Analysis through Span-relation Representations Code
#7LISA
82.33
F1· 2018-04-23
Linguistically-Informed Self-Attention for Semantic Role Labeling Code
#8He et al. 2018
79.8
F1· 2018-05-12
Jointly Predicting Predicates and Arguments in Neural Semantic Role Labeling Code