Relation Extraction on ACE 2005

Metric: RE Micro F1 (higher is better)

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#	Model↕	RE Micro F1▼	Extra Data	Paper	Date↕	Code
1	PL-Marker	73	No	Packed Levitated Marker for Entity and Relation ...	2021-09-13	Code
2	ASP+T5-3B	72.7	No	Autoregressive Structured Prediction with Langua...	2022-10-26	Code
3	GoLLIE	70.1	Yes	GoLLIE: Annotation Guidelines improve Zero-Shot ...	2023-10-05	Code
4	Ours: cross-sentence ALB	69.4	No	A Frustratingly Easy Approach for Entity and Rel...	2020-10-24	Code
5	Table-Sequence	67.6	No	Two are Better than One: Joint Entity and Relati...	2020-10-08	Code
6	TriMF	66.49	No	A Trigger-Sense Memory Flow Framework for Joint ...	2021-01-25	Code
7	TablERT	66.1	No	Named Entity Recognition and Relation Extraction...	2020-10-15	Code
8	DYGIE++	63.4	Yes	Entity, Relation, and Event Extraction with Cont...	2019-09-08	Code
9	DyGIE	63.2	Yes	A General Framework for Information Extraction u...	2019-04-05	Code
10	Hierarchical Multi-task	62.7	Yes	A Hierarchical Multi-task Approach for Learning ...	2018-11-14	Code
11	Attention	55.9	No	-	-	-
12	Joint w/ Global	52.1	No	-	-	-

#1PL-MarkerSOTA
73
RE Micro F1· 2021-09-13
Packed Levitated Marker for Entity and Relation Extraction Code
#2ASP+T5-3B
72.7
RE Micro F1· 2022-10-26
Autoregressive Structured Prediction with Language Models Code
#3GoLLIE
70.1
RE Micro F1· Extra Data· 2023-10-05
GoLLIE: Annotation Guidelines improve Zero-Shot Information-Extraction Code
#4Ours: cross-sentence ALBSOTA
69.4
RE Micro F1· 2020-10-24
A Frustratingly Easy Approach for Entity and Relation Extraction Code
#5Table-SequenceSOTA
67.6
RE Micro F1· 2020-10-08
Two are Better than One: Joint Entity and Relation Extraction with Table-Sequence Encoders Code
#6TriMF
66.49
RE Micro F1· 2021-01-25
A Trigger-Sense Memory Flow Framework for Joint Entity and Relation Extraction Code
#7TablERT
66.1
RE Micro F1· 2020-10-15
Named Entity Recognition and Relation Extraction using Enhanced Table Filling by Contextualized Representations Code
#8DYGIE++SOTA
63.4
RE Micro F1· Extra Data· 2019-09-08
Entity, Relation, and Event Extraction with Contextualized Span Representations Code
#9DyGIESOTA
63.2
RE Micro F1· Extra Data· 2019-04-05
A General Framework for Information Extraction using Dynamic Span Graphs Code
#10Hierarchical Multi-taskSOTA
62.7
RE Micro F1· Extra Data· 2018-11-14
A Hierarchical Multi-task Approach for Learning Embeddings from Semantic Tasks Code
#11Attention
55.9
RE Micro F1
No paper
#12Joint w/ Global
52.1
RE Micro F1
No paper