Coreference Resolution on CoNLL 2012

Metric: Avg F1 (higher is better)

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#	Model↕	Avg F1▼	Extra Data	Paper	Date↕	Code
1	Maverick_mes	83.6	No	Maverick: Efficient and Accurate Coreference Res...	2024-07-31	Code
2	seq2seq	83.3	No	Coreference Resolution through a seq2seq Transit...	2022-11-22	Code
3	CorefQA + SpanBERT-large	83.1	Yes	-	-	Code
4	ASP+T0-3B	82.3	No	Autoregressive Structured Prediction with Langua...	2022-10-26	Code
5	wl-coref + RoBERTa	81	No	Word-Level Coreference Resolution	2021-09-09	Code
6	s2e + Longformer-Large	80.3	No	Coreference Resolution without Span Representati...	2021-01-02	Code
7	SpanBERT + Cluster Merging	80.2	No	Revealing the Myth of Higher-Order Inference in ...	2020-09-25	Code
8	c2f + SpanBERT-Large	80.2	No	Coreference Resolution without Span Representati...	2021-01-02	Code
9	CorefQA + SpanBERT-base	79.9	Yes	-	-	Code
10	U-MEM* + SpanBERT-large	79.6	No	Learning to Ignore: Long Document Coreference wi...	2020-10-06	Code
11	c2f-coref + BERT-large	76.9	Yes	BERT for Coreference Resolution: Baselines and A...	2019-08-24	Code
12	EE + BERT-large	76.61	Yes	-	-	Code
13	dali-full-anaphora	76.4	No	A Cluster Ranking Model for Full Anaphora Resolu...	2019-11-21	Code
14	reinforced model + ELMO	73.8	No	-	-	-
15	c2f-coref + ELMo	73	No	Higher-order Coreference Resolution with Coarse-...	2018-04-15	Code
16	e2e-coref + ELMo	70.4	No	End-to-end Neural Coreference Resolution	2017-07-21	Code
17	e2e-coref (ensemble)	68.8	No	End-to-end Neural Coreference Resolution	2017-07-21	Code
18	e2e-coref (single)	67.2	No	End-to-end Neural Coreference Resolution	2017-07-21	Code

#1Maverick_mesSOTA
83.6
Avg F1· 2024-07-31
Maverick: Efficient and Accurate Coreference Resolution Defying Recent Trends Code
#2seq2seqSOTA
83.3
Avg F1· 2022-11-22
Coreference Resolution through a seq2seq Transition-Based System Code
#3CorefQA + SpanBERT-large
83.1
Avg F1· Extra Data
No paperCode
#4ASP+T0-3BSOTA
82.3
Avg F1· 2022-10-26
Autoregressive Structured Prediction with Language Models Code
#5wl-coref + RoBERTaSOTA
81
Avg F1· 2021-09-09
Word-Level Coreference Resolution Code
#6s2e + Longformer-LargeSOTA
80.3
Avg F1· 2021-01-02
Coreference Resolution without Span Representations Code
#7SpanBERT + Cluster MergingSOTA
80.2
Avg F1· 2020-09-25
Revealing the Myth of Higher-Order Inference in Coreference Resolution Code
#8c2f + SpanBERT-Large
80.2
Avg F1· 2021-01-02
Coreference Resolution without Span Representations Code
#9CorefQA + SpanBERT-base
79.9
Avg F1· Extra Data
No paperCode
#10U-MEM* + SpanBERT-large
79.6
Avg F1· 2020-10-06
Learning to Ignore: Long Document Coreference with Bounded Memory Neural Networks Code
#11c2f-coref + BERT-largeSOTA
76.9
Avg F1· Extra Data· 2019-08-24
BERT for Coreference Resolution: Baselines and Analysis Code
#12EE + BERT-large
76.61
Avg F1· Extra Data
No paperCode
#13dali-full-anaphora
76.4
Avg F1· 2019-11-21
A Cluster Ranking Model for Full Anaphora Resolution Code
#14reinforced model + ELMO
73.8
Avg F1
No paper
#15c2f-coref + ELMoSOTA
73
Avg F1· 2018-04-15
Higher-order Coreference Resolution with Coarse-to-fine Inference Code
#16e2e-coref + ELMoSOTA
70.4
Avg F1· 2017-07-21
End-to-end Neural Coreference Resolution Code
#17e2e-coref (ensemble)
68.8
Avg F1· 2017-07-21
End-to-end Neural Coreference Resolution Code
#18e2e-coref (single)
67.2
Avg F1· 2017-07-21
End-to-end Neural Coreference Resolution Code