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Improving Coreference Resolution by Learning Entity-Level Distributed Representations

arXiv 1606.01323 ↗First posted 4 Jun 2016cs.CLcited by 50

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Abstract (arXiv)

A long-standing challenge in coreference resolution has been the incorporation of entity-level information - features defined over clusters of mentions instead of mention pairs. We present a neural network based coreference system that produces high-dimensional vector representations for pairs of coreference clusters. Using these representations, our system learns when combining clusters is desirable. We train the system with a learning-to-search algorithm that teaches it which local decisions (cluster merges) will lead to a high-scoring final coreference partition. The system substantially outperforms the current state-of-the-art on the English and Chinese portions of the CoNLL 2012 Shared Task dataset despite using few hand-engineered features.

Key facts. Cited by 50 papers in the map (data through 7 Oct 2026). First posted on arXiv 4 Jun 2016.

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Citing papers per year: 2021: 18; 2022: 13; 2023: 9; 2024: 4; 2025: 4; 2026: 2.

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  1. 2023VisoGender: A dataset for benchmarking gender bias in image-text pronoun resolutioncited by 52
  2. 2022LingMess: Linguistically Informed Multi Expert Scorers for Coreference Resolutioncited by 26
  3. 2021ISEEQ: Information Seeking Question Generation using Dynamic Meta-Information Retrieval and Knowledge Graphscited by 22
  4. 2021Moving on from OntoNotes: Coreference Resolution Model Transfercited by 18
  5. 2021OntoGUM: Evaluating Contextualized SOTA Coreference Resolution on 12 More Genrescited by 18
  6. 2022Distantly-Supervised Named Entity Recognition with Adaptive Teacher Learning and Fine-grained Student Ensemblecited by 14
  7. 2021CREAD: Combined Resolution of Ellipses and Anaphora in Dialoguescited by 13
  8. 2021DocAMR: Multi-Sentence AMR Representation and Evaluationcited by 12
  9. 2023Mining Clues from Incomplete Utterance: A Query-enhanced Network for Incomplete Utterance Rewritingcited by 9
  10. 2023A Survey on Arabic Named Entity Recognition: Past, Recent Advances, and Future Trendscited by 8
  11. 2023WebIE: Faithful and Robust Information Extraction on the Webcited by 8
  12. 2022Graph Refinement for Coreference Resolutioncited by 7
38 more
  1. 2022Delving Deep into Regularity: A Simple but Effective Method for Chinese Named Entity Recognitioncited by 7
  2. 2022Interactive Question Answering Systems: Literature Reviewcited by 7
  3. 2022Who are you referring to? Coreference resolution in image narrationscited by 7
  4. 2021XCoref: Cross-document Coreference Resolution in the Wildcited by 6
  5. 2023Detecting and Grounding Important Characters in Visual Storiescited by 6
  6. 2021Adapted End-to-End Coreference Resolution System for Anaphoric Identities in Dialoguescited by 5
  7. 2021Proto: A Neural Cocktail for Generating Appealing Conversationscited by 5
  8. 2023Transformers as Graph-to-Graph Modelscited by 5
  9. 2022Scoring Coreference Chains with Split-Antecedent Anaphorscited by 4
  10. 2022Hierarchical Context Tagging for Utterance Rewritingcited by 4
  11. 2025The Elephant in the Coreference Room: Resolving Coreference in Full-Length French Fiction Workscited by 4
  12. 2021Stay Together: A System for Single and Split-antecedent Anaphora Resolutioncited by 3
  13. 2021End-to-end Neural Information Status Classificationcited by 3
  14. 2021Anatomy of OntoGUM--Adapting GUM to the OntoNotes Scheme to Evaluate Robustness of SOTA Coreference Algorithmscited by 3
  15. 2021Situation and Behavior Understanding by Trope Detection on Filmscited by 2
  16. 2022Online Coreference Resolution for Dialogue Processing: Improving Mention-Linking on Real-Time Conversationscited by 2
  17. 2023Action-Item-Driven Summarization of Long Meeting Transcriptscited by 2
  18. 2021A New Sentence Ordering Method Using BERT Pretrained Modelcited by 1
  19. 2021Does referent predictability affect the choice of referential form? A computational approach using masked coreference resolutioncited by 1
  20. 2021Newsalyze: Effective Communication of Person-Targeting Biases in News Articlescited by 1
  21. 2022Hybrid Rule-Neural Coreference Resolution System based on Actor-Critic Learningcited by 1
  22. 2023Towards Transparency in Coreference Resolution: A Quantum-Inspired Approachcited by 1
  23. 2025Improving LLMs' Learning for Coreference Resolutioncited by 1
  24. 2021Coreference Resolution: Are the eliminated spans totally worthless?cited by 0
  25. 2021Transformer-based Methods for Recognizing Ultra Fine-grained Entities (RUFES)cited by 0
  26. 2021Novel Aficionados and Doppelg"angers: a referential task for semantic representations of individual entitiescited by 0
  27. 2022Incorporating Constituent Syntax for Coreference Resolutioncited by 0
  28. 2022Learning Open Domain Multi-hop Search Using Reinforcement Learningcited by 0
  29. 2022Review of coreference resolution in English and Persiancited by 0
  30. 2023Stress Testing BERT Anaphora Resolution Models for Reaction Extraction in Chemical Patentscited by 0
  31. 2024SPLICE: A Singleton-Enhanced PipeLIne for Coreference REsolutioncited by 0
  32. 2024Automatic detection of relevant information, predictions and forecasts in financial news through topic modelling with Latent Dirichlet Allocationcited by 0
  33. 2024Persian Pronoun Resolution: Leveraging Neural Networks and Language Modelscited by 0
  34. 2024TableGuard -- Securing Structured & Unstructured Datacited by 0
  35. 2025Gatsby Without the 'E': Crafting Lipograms with LLMscited by 0
  36. 2025CorefInst: Leveraging LLMs for Multilingual Coreference Resolutioncited by 0
  37. 2026Do Lexical and Contextual Coreference Resolution Systems Degrade Differently under Mention Noise? An Empirical Study on Scientific Software Mentionscited by 0
  38. 2026DIRECT: Direct Decoding for Efficient and Aligned Sequence Labeling with Large Language Modelscited by 0