Coreference Resolution on OntoNotes

Metric: F1 (higher is better)

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#	Model↕	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	ASP+T0-3B	82.3	No	Autoregressive Structured Prediction with Langua...	2022-10-26	Code
4	caw-coref + RoBERTa	81.6	No	CAW-coref: Conjunction-Aware Word-level Corefere...	2023-10-09	Code
5	LingMess	81.4	No	LingMess: Linguistically Informed Multi Expert S...	2022-05-25	Code
6	wl-coref + RoBERTa	81	No	Word-Level Coreference Resolution	2021-09-09	Code
7	U-MEM + Longformer	80.9	No	Efficient and Interpretable Neural Models for En...	2022-08-30	-
8	longdoc S (OntoNotes + 60k pseudo-singletons)	80.6	No	On Generalization in Coreference Resolution	2021-09-20	Code
9	G2GT SpanBERT-large reduced	80.5	No	Graph Refinement for Coreference Resolution	2022-03-30	Code
10	G2GT SpanBERT-large overlap	80.2	No	Graph Refinement for Coreference Resolution	2022-03-30	Code
11	SpanBERT	79.6	No	SpanBERT: Improving Pre-training by Representing...	2019-07-24	Code
12	U-MEM* + SpanBERT	79.6	No	Learning to Ignore: Long Document Coreference wi...	2020-10-06	Code
13	longdoc S (ON + PreCo + LitBank + 30k pseudo-singletons)	79.6	No	On Generalization in Coreference Resolution	2021-09-20	Code
14	longdoc S (OntoNotes + PreCo + LitBank)	79.2	No	On Generalization in Coreference Resolution	2021-09-20	Code
15	BERT-large	76.9	No	BERT for Coreference Resolution: Baselines and A...	2019-08-24	Code
16	BERT + EE	76.61	No	-	-	Code
17	BERT-base	73.9	No	BERT for Coreference Resolution: Baselines and A...	2019-08-24	Code
18	Reinforced + ELMo	73.8	No	-	-	-
19	c2f-coref	73	No	Higher-order Coreference Resolution with Coarse-...	2018-04-15	Code
20	e2e-coref + ELMo + hyperparameter tuning	72.3	No	Higher-order Coreference Resolution with Coarse-...	2018-04-15	Code
21	e2e-coref + ELMo	70.4	No	End-to-end Neural Coreference Resolution	2017-07-21	Code
22	E2E-CR + ASL	67.8	No	-	-	Code
23	e2e-coref	67.2	No	End-to-end Neural Coreference Resolution	2017-07-21	Code
24	Reward Rescaling	65.73	No	Deep Reinforcement Learning for Mention-Ranking ...	2016-09-27	Code
25	NN Cluster Ranker	65.29	No	Improving Coreference Resolution by Learning Ent...	2016-06-04	Code
26	Global	64.21	No	Learning Global Features for Coreference Resolut...	2016-04-11	Code

#1Maverick_mesSOTA
83.6
F1· 2024-07-31
Maverick: Efficient and Accurate Coreference Resolution Defying Recent Trends Code
#2seq2seqSOTA
83.3
F1· 2022-11-22
Coreference Resolution through a seq2seq Transition-Based System Code
#3ASP+T0-3BSOTA
82.3
F1· 2022-10-26
Autoregressive Structured Prediction with Language Models Code
#4caw-coref + RoBERTa
81.6
F1· 2023-10-09
CAW-coref: Conjunction-Aware Word-level Coreference Resolution Code
#5LingMessSOTA
81.4
F1· 2022-05-25
LingMess: Linguistically Informed Multi Expert Scorers for Coreference Resolution Code
#6wl-coref + RoBERTaSOTA
81
F1· 2021-09-09
Word-Level Coreference Resolution Code
#7U-MEM + Longformer
80.9
F1· 2022-08-30
Efficient and Interpretable Neural Models for Entity Tracking
#8longdoc S (OntoNotes + 60k pseudo-singletons)
80.6
F1· 2021-09-20
On Generalization in Coreference Resolution Code
#9G2GT SpanBERT-large reduced
80.5
F1· 2022-03-30
Graph Refinement for Coreference Resolution Code
#10G2GT SpanBERT-large overlap
80.2
F1· 2022-03-30
Graph Refinement for Coreference Resolution Code
#11SpanBERTSOTA
79.6
F1· 2019-07-24
SpanBERT: Improving Pre-training by Representing and Predicting Spans Code
#12U-MEM* + SpanBERT
79.6
F1· 2020-10-06
Learning to Ignore: Long Document Coreference with Bounded Memory Neural Networks Code
#13longdoc S (ON + PreCo + LitBank + 30k pseudo-singletons)
79.6
F1· 2021-09-20
On Generalization in Coreference Resolution Code
#14longdoc S (OntoNotes + PreCo + LitBank)
79.2
F1· 2021-09-20
On Generalization in Coreference Resolution Code
#15BERT-large
76.9
F1· 2019-08-24
BERT for Coreference Resolution: Baselines and Analysis Code
#16BERT + EE
76.61
F1
No paperCode
#17BERT-base
73.9
F1· 2019-08-24
BERT for Coreference Resolution: Baselines and Analysis Code
#18Reinforced + ELMo
73.8
F1
No paper
#19c2f-corefSOTA
73
F1· 2018-04-15
Higher-order Coreference Resolution with Coarse-to-fine Inference Code
#20e2e-coref + ELMo + hyperparameter tuning
72.3
F1· 2018-04-15
Higher-order Coreference Resolution with Coarse-to-fine Inference Code
#21e2e-coref + ELMoSOTA
70.4
F1· 2017-07-21
End-to-end Neural Coreference Resolution Code
#22E2E-CR + ASL
67.8
F1
No paperCode
#23e2e-coref
67.2
F1· 2017-07-21
End-to-end Neural Coreference Resolution Code
#24Reward RescalingSOTA
65.73
F1· 2016-09-27
Deep Reinforcement Learning for Mention-Ranking Coreference Models Code
#25NN Cluster RankerSOTA
65.29
F1· 2016-06-04
Improving Coreference Resolution by Learning Entity-Level Distributed Representations Code
#26GlobalSOTA
64.21
F1· 2016-04-11
Learning Global Features for Coreference Resolution Code