Relation Extraction on WebNLG

Metric: F1 (higher is better)

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#	Model↕	F1▼	Extra Data	Paper	Date↕	Code
1	UniRel	94.7	No	UniRel: Unified Representation and Interaction f...	2022-11-16	Code
2	PFN	93.6	No	A Partition Filter Network for Joint Entity and ...	2021-08-27	Code
3	SPN	93.4	No	Joint Entity and Relation Extraction with Set Pr...	2020-11-03	Code
4	SPN	93.4	No	Joint Entity and Relation Extraction with Set Pr...	2020-11-03	Code
5	TDEER	93.1	No	-	-	Code
6	TDEER	93.1	No	-	-	Code
7	RIFRE	92.6	No	-	-	Code
8	TPLinker	91.9	No	TPLinker: Single-stage Joint Extraction of Entit...	2020-10-26	Code
9	HBT (CasRel)	91.8	No	A Novel Cascade Binary Tagging Framework for Rel...	2019-09-07	Code
10	RIN (BERT, K=2)	90.1	No	Recurrent Interaction Network for Jointly Extrac...	2020-05-01	-
11	OpenUE	89.9	No	-	-	Code
12	CGT(UniLM)	83.4	No	Contrastive Triple Extraction with Generative Tr...	2020-09-14	-
13	ETL-Span	83.1	No	Joint Extraction of Entities and Relations Based...	2019-09-10	Code
14	RSAN	82.1	No	-	-	Code
15	CopyRE' OneDecoder	60.5	No	CopyMTL: Copy Mechanism for Joint Extraction of ...	2019-11-24	Code
16	CopyRE MultiDecoder	37.1	No	-	-	Code
17	NovelTagging	28.3	No	Joint Extraction of Entities and Relations Based...	2017-06-07	Code

#1UniRelSOTA
94.7
F1· 2022-11-16
UniRel: Unified Representation and Interaction for Joint Relational Triple Extraction Code
#2PFNSOTA
93.6
F1· 2021-08-27
A Partition Filter Network for Joint Entity and Relation Extraction Code
#3SPNSOTA
93.4
F1· 2020-11-03
Joint Entity and Relation Extraction with Set Prediction Networks Code
#4SPN
93.4
F1· 2020-11-03
Joint Entity and Relation Extraction with Set Prediction Networks Code
#5TDEER
93.1
F1
No paperCode
#6TDEER
93.1
F1
No paperCode
#7RIFRE
92.6
F1
No paperCode
#8TPLinkerSOTA
91.9
F1· 2020-10-26
TPLinker: Single-stage Joint Extraction of Entities and Relations Through Token Pair Linking Code
#9HBT (CasRel)SOTA
91.8
F1· 2019-09-07
A Novel Cascade Binary Tagging Framework for Relational Triple Extraction Code
#10RIN (BERT, K=2)
90.1
F1· 2020-05-01
Recurrent Interaction Network for Jointly Extracting Entities and Classifying Relations
#11OpenUE
89.9
F1
No paperCode
#12CGT(UniLM)
83.4
F1· 2020-09-14
Contrastive Triple Extraction with Generative Transformer
#13ETL-Span
83.1
F1· 2019-09-10
Joint Extraction of Entities and Relations Based on a Novel Decomposition Strategy Code
#14RSAN
82.1
F1
No paperCode
#15CopyRE' OneDecoder
60.5
F1· 2019-11-24
CopyMTL: Copy Mechanism for Joint Extraction of Entities and Relations with Multi-Task Learning Code
#16CopyRE MultiDecoder
37.1
F1
No paperCode
#17NovelTaggingSOTA
28.3
F1· 2017-06-07
Joint Extraction of Entities and Relations Based on a Novel Tagging Scheme Code