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Coreference Resolution

Papers

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Showing 51–100 of 880 papers

TitleStatusHype
A Pipeline For Discourse Circuits From CCG—0
Releasing the CRaQAn (Coreference Resolution in Question-Answering): An open-source dataset and dataset creation methodology using instruction-following models—0
ÚFAL CorPipe at CRAC 2023: Larger Context Improves Multilingual Coreference ResolutionCode0
CHAMP: Efficient Annotation and Consolidation of Cluster HierarchiesCode0
Investigating Multilingual Coreference Resolution by Universal AnnotationsCode0
CorefPrompt: Prompt-based Event Coreference Resolution by Measuring Event Type and Argument CompatibilitiesCode0
Towards Harmful Erotic Content Detection through Coreference-Driven Contextual Analysis—0
Seq2seq is All You Need for Coreference ResolutionCode1
Semi-supervised multimodal coreference resolution in image narrationsCode0
Filling in the Gaps: Efficient Event Coreference Resolution using Graph Autoencoder Networks—0
CAW-coref: Conjunction-Aware Word-level Coreference ResolutionCode0
A Survey of Document-Level Information Extraction—0
Incorporating Singletons and Mention-based Features in Coreference Resolution via Multi-task Learning for Better GeneralizationCode0
An Empirical Evaluation of Prompting Strategies for Large Language Models in Zero-Shot Clinical Natural Language Processing—0
Collecting Visually-Grounded Dialogue with A Game Of SortsCode0
RGAT: A Deeper Look into Syntactic Dependency Information for Coreference Resolution—0
Gender-specific Machine Translation with Large Language Models—0
Generalised Winograd Schema and its Contextuality—0
PronounFlow: A Hybrid Approach for Calibrating Pronouns in Sentences—0
DialogRE^C+: An Extension of DialogRE to Investigate How Much Coreference Helps Relation Extraction in Dialogs—0
Athena 2.0: Discourse and User Modeling in Open Domain Dialogue—0
Similarity-based Memory Enhanced Joint Entity and Relation ExtractionCode0
Better Handling Coreference Resolution in Aspect Level Sentiment Classification by Fine-Tuning Language Models—0
SimpleMTOD: A Simple Language Model for Multimodal Task-Oriented Dialogue with Symbolic Scene Representation—0
Improving Automatic Quotation Attribution in Literary Novels—0
2∗n is better than n^2: Decomposing Event Coreference Resolution into Two Tractable ProblemsCode1
How Good is the Model in Model-in-the-loop Event Coreference Resolution Annotation?Code0
GENTLE: A Genre-Diverse Multilayer Challenge Set for English NLP and Linguistic EvaluationCode0
Light Coreference Resolution for Russian with Hierarchical Discourse FeaturesCode0
Examining risks of racial biases in NLP tools for child protective services—0
Parallel Data Helps Neural Entity Coreference Resolution—0
Sentence-Incremental Neural Coreference ResolutionCode0
Comparing Humans and Models on a Similar Scale: Towards Cognitive Gender Bias Evaluation in Coreference ResolutionCode0
COMET-M: Reasoning about Multiple Events in Complex SentencesCode0
Linear-Time Modeling of Linguistic Structure: An Order-Theoretic Perspective—0
Are Large Language Models Robust Coreference Resolvers?Code0
The CoT Collection: Improving Zero-shot and Few-shot Learning of Language Models via Chain-of-Thought Fine-TuningCode2
PaLM 2 Technical ReportCode0
It Takes Two to Tango: Navigating Conceptualizations of NLP Tasks and Measurements of Performance—0
2 * n is better than n^2: Decomposing Event Coreference Resolution into Two Tractable ProblemsCode1
LaMini-LM: A Diverse Herd of Distilled Models from Large-Scale InstructionsCode2
Entity-Level Sentiment Analysis (ELSA): An exploratory task surveyCode0
Radar de Parité: An NLP system to measure gender representation in French news storiesCode1
BenCoref: A Multi-Domain Dataset of Nominal Phrases and Pronominal Reference AnnotationsCode0
Pythia: A Suite for Analyzing Large Language Models Across Training and ScalingCode6
Challenges to Evaluating the Generalization of Coreference Resolution Models: A Measurement Modeling PerspectiveCode0
Variational Quantum Classifiers for Natural-Language Text—0
What happens before and after: Multi-Event Commonsense in Event Coreference ResolutionCode0
Evaluating and Improving the Coreference Capabilities of Machine Translation Models—0
Counter-GAP: Counterfactual Bias Evaluation through Gendered Ambiguous Pronouns—0
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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
7c2f + SpanBERT-LargeAvg F180.2—Unverified
8SpanBERT + Cluster MergingAvg 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