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Coreference Resolution

Papers

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Showing 21–30 of 880 papers

TitleStatusHype
Exploring Multiple Strategies to Improve Multilingual Coreference Resolution in CorefUDCode0
Maverick: Efficient and Accurate Coreference Resolution Defying Recent TrendsCode2
Listen and Speak Fairly: A Study on Semantic Gender Bias in Speech Integrated Large Language ModelsCode0
Enhancing Cross-Document Event Coreference Resolution by Discourse Structure and Semantic InformationCode0
SEAM: A Stochastic Benchmark for Multi-Document Tasks—0
Harvesting Events from Multiple Sources: Towards a Cross-Document Event Extraction ParadigmCode0
Contrastive Entity Coreference and Disambiguation for Historical Texts—0
Major Entity Identification: A Generalizable Alternative to Coreference ResolutionCode0
Ranking LLMs by compression—0
EasyECR: A Library for Easy Implementation and Evaluation of Event Coreference Resolution ModelsCode0
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All datasetsWinograd Schema ChallengeOntoNotesCoNLL-2012GAPDWIEWikiCorefCoNLL12LitBankOntoGUMPreCoSTM-corefXWinograd EN

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1PaLM 540B (fine-tuned)Accuracy100—Unverified
2Vega v2 6B (KD-based prompt transfer)Accuracy98.6—Unverified
3UL2 20B (fine-tuned)Accuracy98.1—Unverified
4Turing NLR v5 XXL 5.4B (fine-tuned)Accuracy97.3—Unverified
5ST-MoE-32B 269B (fine-tuned)Accuracy96.6—Unverified
6DeBERTa-1.5BAccuracy95.9—Unverified
7T5-XXL 11B (fine-tuned)Accuracy93.8—Unverified
8ST-MoE-L 4.1B (fine-tuned)Accuracy93.3—Unverified
9RoBERTa-WinoGrande 355MAccuracy90.1—Unverified
10Flan-T5 XXL (zero -shot)Accuracy89.82—Unverified
#ModelMetricClaimedVerifiedStatus
1Maverick_mesF183.6—Unverified
2seq2seqF183.3—Unverified
3ASP+T0-3BF182.3—Unverified
4caw-coref + RoBERTaF181.6—Unverified
5LingMessF181.4—Unverified
6wl-coref + RoBERTaF181—Unverified
7U-MEM + LongformerF180.9—Unverified
8longdoc S (OntoNotes + 60k pseudo-singletons)F180.6—Unverified
9G2GT SpanBERT-large reducedF180.5—Unverified
10G2GT SpanBERT-large overlapF180.2—Unverified
#ModelMetricClaimedVerifiedStatus
1Maverick_mesAvg F183.6—Unverified
2seq2seqAvg F183.3—Unverified
3CorefQA + SpanBERT-largeAvg F183.1—Unverified
4ASP+T0-3BAvg F182.3—Unverified
5wl-coref + RoBERTaAvg F181—Unverified
6s2e + Longformer-LargeAvg F180.3—Unverified
7SpanBERT + Cluster MergingAvg F180.2—Unverified
8c2f + SpanBERT-LargeAvg F180.2—Unverified
9CorefQA + SpanBERT-baseAvg F179.9—Unverified
10U-MEM* + SpanBERT-largeAvg F179.6—Unverified
#ModelMetricClaimedVerifiedStatus
1Coref-MTLOverall F192.72—Unverified
2ProBERTOverall F192.5—Unverified
3Maverick_incrOverall F191.2—Unverified
4Full EnsembleOverall F190.2—Unverified
5PeTraF185.3—Unverified
#ModelMetricClaimedVerifiedStatus
1REXELAvg. F195.12—Unverified
2JointAvg. F191.6—Unverified
3KB-bothAvg. F191.5—Unverified
#ModelMetricClaimedVerifiedStatus
1Maverick_mesF166.8—Unverified
2longdoc S (ON + PreCo + LitBank + 30k pseudo-singletons)F162.5—Unverified
3longdoc S (OntoNotes + PreCo + LitBank)F160.3—Unverified
#ModelMetricClaimedVerifiedStatus
1DeepStruct multi-task w/ finetuneAverage F173.1—Unverified
2DeepStruct multi-taskAverage F160.6—Unverified
#ModelMetricClaimedVerifiedStatus
1Maverick_incrAvg F178.3—Unverified
2longdoc S (OntoNotes + PreCo + LitBank)F178.2—Unverified
#ModelMetricClaimedVerifiedStatus
1MTL-corefAvg F168.2—Unverified
2SpanBERTAvg F164.6—Unverified
#ModelMetricClaimedVerifiedStatus
1Maverick_incrF188—Unverified
2longdoc S (OntoNotes + PreCo + LitBank)F187.6—Unverified
#ModelMetricClaimedVerifiedStatus
1BFCR + SpanBERT + Transfer LearningCoNLL F161.4—Unverified
2BFCR + SpanBERTCoNLL F150.4—Unverified
#ModelMetricClaimedVerifiedStatus
1mT0-13BAccuracy81.29—Unverified
2BLOOMZAccuracy69.08—Unverified
#ModelMetricClaimedVerifiedStatus
1mT0-13BAccuracy78.31—Unverified
2BLOOMZAccuracy68.67—Unverified
#ModelMetricClaimedVerifiedStatus
1longdoc S (OntoNotes + PreCo + LitBank)F142.9—Unverified
#ModelMetricClaimedVerifiedStatus
1dali-full-anaphoraAvg F177.9—Unverified