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Coreference Resolution

Papers

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Showing 51–60 of 880 papers

Title	Date	Tasks	Status	Hype
A Pipeline For Discourse Circuits From CCG	Nov 29, 2023	coreference-resolutionCoreference Resolution	—Unverified	0
Releasing the CRaQAn (Coreference Resolution in Question-Answering): An open-source dataset and dataset creation methodology using instruction-following models	Nov 27, 2023	Chunkingcoreference-resolution	—Unverified	0
ÚFAL CorPipe at CRAC 2023: Larger Context Improves Multilingual Coreference Resolution	Nov 24, 2023	coreference-resolutionCoreference Resolution	CodeCode Available	0
CHAMP: Efficient Annotation and Consolidation of Cluster Hierarchies	Nov 19, 2023	coreference-resolutionCoreference Resolution	CodeCode Available	0
Investigating Multilingual Coreference Resolution by Universal Annotations	Oct 26, 2023	coreference-resolutionCoreference Resolution	CodeCode Available	0
CorefPrompt: Prompt-based Event Coreference Resolution by Measuring Event Type and Argument Compatibilities	Oct 23, 2023	coreference-resolutionCoreference Resolution	CodeCode Available	0
Towards Harmful Erotic Content Detection through Coreference-Driven Contextual Analysis	Oct 22, 2023	coreference-resolutionCoreference Resolution	—Unverified	0
Seq2seq is All You Need for Coreference Resolution	Oct 20, 2023	Allcoreference-resolution	CodeCode Available	1
Semi-supervised multimodal coreference resolution in image narrations	Oct 20, 2023	coreference-resolutionCoreference Resolution	CodeCode Available	0
Filling in the Gaps: Efficient Event Coreference Resolution using Graph Autoencoder Networks	Oct 18, 2023	coreference-resolutionCoreference Resolution	—Unverified	0

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All datasets Winograd Schema Challenge OntoNotes CoNLL-2012 GAP DWIE WikiCoref CoNLL12 LitBank OntoGUM PreCo STM-coref XWinograd EN

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	PaLM 540B (fine-tuned)	Accuracy	100	—	Unverified
2	Vega v2 6B (KD-based prompt transfer)	Accuracy	98.6	—	Unverified
3	UL2 20B (fine-tuned)	Accuracy	98.1	—	Unverified
4	Turing NLR v5 XXL 5.4B (fine-tuned)	Accuracy	97.3	—	Unverified
5	ST-MoE-32B 269B (fine-tuned)	Accuracy	96.6	—	Unverified
6	DeBERTa-1.5B	Accuracy	95.9	—	Unverified
7	T5-XXL 11B (fine-tuned)	Accuracy	93.8	—	Unverified
8	ST-MoE-L 4.1B (fine-tuned)	Accuracy	93.3	—	Unverified
9	RoBERTa-WinoGrande 355M	Accuracy	90.1	—	Unverified
10	Flan-T5 XXL (zero -shot)	Accuracy	89.82	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Maverick_mes	F1	83.6	—	Unverified
2	seq2seq	F1	83.3	—	Unverified
3	ASP+T0-3B	F1	82.3	—	Unverified
4	caw-coref + RoBERTa	F1	81.6	—	Unverified
5	LingMess	F1	81.4	—	Unverified
6	wl-coref + RoBERTa	F1	81	—	Unverified
7	U-MEM + Longformer	F1	80.9	—	Unverified
8	longdoc S (OntoNotes + 60k pseudo-singletons)	F1	80.6	—	Unverified
9	G2GT SpanBERT-large reduced	F1	80.5	—	Unverified
10	G2GT SpanBERT-large overlap	F1	80.2	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Maverick_mes	Avg F1	83.6	—	Unverified
2	seq2seq	Avg F1	83.3	—	Unverified
3	CorefQA + SpanBERT-large	Avg F1	83.1	—	Unverified
4	ASP+T0-3B	Avg F1	82.3	—	Unverified
5	wl-coref + RoBERTa	Avg F1	81	—	Unverified
6	s2e + Longformer-Large	Avg F1	80.3	—	Unverified
7	c2f + SpanBERT-Large	Avg F1	80.2	—	Unverified
8	SpanBERT + Cluster Merging	Avg F1	80.2	—	Unverified
9	CorefQA + SpanBERT-base	Avg F1	79.9	—	Unverified
10	U-MEM* + SpanBERT-large	Avg F1	79.6	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Coref-MTL	Overall F1	92.72	—	Unverified
2	ProBERT	Overall F1	92.5	—	Unverified
3	Maverick_incr	Overall F1	91.2	—	Unverified
4	Full Ensemble	Overall F1	90.2	—	Unverified
5	PeTra	F1	85.3	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	REXEL	Avg. F1	95.12	—	Unverified
2	Joint	Avg. F1	91.6	—	Unverified
3	KB-both	Avg. F1	91.5	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Maverick_mes	F1	66.8	—	Unverified
2	longdoc S (ON + PreCo + LitBank + 30k pseudo-singletons)	F1	62.5	—	Unverified
3	longdoc S (OntoNotes + PreCo + LitBank)	F1	60.3	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DeepStruct multi-task w/ finetune	Average F1	73.1	—	Unverified
2	DeepStruct multi-task	Average F1	60.6	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Maverick_incr	Avg F1	78.3	—	Unverified
2	longdoc S (OntoNotes + PreCo + LitBank)	F1	78.2	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MTL-coref	Avg F1	68.2	—	Unverified
2	SpanBERT	Avg F1	64.6	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Maverick_incr	F1	88	—	Unverified
2	longdoc S (OntoNotes + PreCo + LitBank)	F1	87.6	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	BFCR + SpanBERT + Transfer Learning	CoNLL F1	61.4	—	Unverified
2	BFCR + SpanBERT	CoNLL F1	50.4	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	mT0-13B	Accuracy	81.29	—	Unverified
2	BLOOMZ	Accuracy	69.08	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	mT0-13B	Accuracy	78.31	—	Unverified
2	BLOOMZ	Accuracy	68.67	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	longdoc S (OntoNotes + PreCo + LitBank)	F1	42.9	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	dali-full-anaphora	Avg F1	77.9	—	Unverified