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Coreference Resolution

Papers

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Showing 101–150 of 880 papers

TitleStatusHype
Exploring the Benefits of Training Expert Language Models over Instruction TuningCode1
A Case Study for Compliance as Code with Graphs and Language Models: Public release of the Regulatory Knowledge GraphCode1
AmbiCoref: Evaluating Human and Model Sensitivity to Ambiguous CoreferenceCode0
SMDDH: Singleton Mention detection using Deep Learning in Hindi Text—0
Ensemble Transfer Learning for Multilingual Coreference Resolution—0
Hungry Hungry Hippos: Towards Language Modeling with State Space ModelsCode2
Hybrid Rule-Neural Coreference Resolution System based on Actor-Critic Learning—0
Neural Coreference Resolution based on Reinforcement Learning—0
The KITMUS Test: Evaluating Knowledge Integration from Multiple Sources in Natural Language Understanding SystemsCode0
Quotations, Coreference Resolution, and Sentiment Annotations in Croatian News Articles: An Exploratory Study—0
Toward Efficient Language Model Pretraining and Downstream Adaptation via Self-Evolution: A Case Study on SuperGLUE—0
Who are you referring to? Coreference resolution in image narrations—0
Coreference Resolution through a seq2seq Transition-Based SystemCode0
mOKB6: A Multilingual Open Knowledge Base Completion BenchmarkCode0
A hybrid entity-centric approach to Persian pronoun resolution—0
Review of coreference resolution in English and Persian—0
Crosslingual Generalization through Multitask FinetuningCode2
Knowledge-in-Context: Towards Knowledgeable Semi-Parametric Language Models—0
He Said, She Said: Style Transfer for Shifting the Perspective of DialoguesCode0
Autoregressive Structured Prediction with Language ModelsCode1
Investigating the Role of Centering Theory in the Context of Neural Coreference Resolution Systems—0
Cross-document Event Coreference Search: Task, Dataset and ModelingCode1
Joint Coreference Resolution for Zeros and non-Zeros in Arabic—0
Scaling Instruction-Finetuned Language ModelsCode3
Zero-Shot Learners for Natural Language Understanding via a Unified Multiple Choice PerspectiveCode4
Mention Annotations Alone Enable Efficient Domain Adaptation for Coreference ResolutionCode0
ezCoref: Towards Unifying Annotation Guidelines for Coreference ResolutionCode0
Longtonotes: OntoNotes with Longer Coreference ChainsCode1
Guess the Instruction! Flipped Learning Makes Language Models Stronger Zero-Shot LearnersCode1
Ask Me Anything: A simple strategy for prompting language modelsCode2
Evaluating Coreference Resolvers on Community-based Question Answering: From Rule-based to State of the ArtCode0
Online Neural Coreference Resolution with Rollback—0
Investigating Cross-Document Event Coreference for Dutch—0
Coreference Resolution for Polish: Improvements within the CRAC 2022 Shared Task—0
Pipeline Coreference Resolution Model for Anaphoric Identity in Dialogues—0
GRAVL-BERT: Graphical Visual-Linguistic Representations for Multimodal Coreference ResolutionCode1
Machine Reading, Fast and Slow: When Do Models “Understand” Language?—0
End-to-End Neural Bridging Resolution—0
End-to-end Multilingual Coreference Resolution with Mention Head Prediction—0
Findings of the Shared Task on Multilingual Coreference ResolutionCode0
Machine Reading, Fast and Slow: When Do Models "Understand" Language?—0
ÚFAL CorPipe at CRAC 2022: Effectivity of Multilingual Models for Coreference ResolutionCode0
F-coref: Fast, Accurate and Easy to Use Coreference ResolutionCode1
The Fellowship of the Authors: Disambiguating Names from Social Network Context—0
Efficient and Interpretable Neural Models for Entity Tracking—0
AlexaTM 20B: Few-Shot Learning Using a Large-Scale Multilingual Seq2Seq ModelCode2
Multilingual Coreference Resolution in Multiparty DialogueCode0
N-Grammer: Augmenting Transformers with latent n-gramsCode4
Knowledge Extraction From Texts Based on WikidataCode1
End-to-End Chinese Speaker IdentificationCode1
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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