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Higher-order Coreference Resolution with Coarse-to-fine Inference

arXiv 1804.05392 ↗First posted 15 Apr 2018cs.CLcited by 150

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Abstract (arXiv)

We introduce a fully differentiable approximation to higher-order inference for coreference resolution. Our approach uses the antecedent distribution from a span-ranking architecture as an attention mechanism to iteratively refine span representations. This enables the model to softly consider multiple hops in the predicted clusters. To alleviate the computational cost of this iterative process, we introduce a coarse-to-fine approach that incorporates a less accurate but more efficient bilinear factor, enabling more aggressive pruning without hurting accuracy. Compared to the existing state-of-the-art span-ranking approach, our model significantly improves accuracy on the English OntoNotes benchmark, while being far more computationally efficient.

Key facts. Cited by 150 papers in the map (data through 7 Oct 2026). First posted on arXiv 15 Apr 2018.

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Citing papers per year: 2021: 39; 2022: 52; 2023: 28; 2024: 17; 2025: 10; 2026: 4.

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  1. 2023Unifying Large Language Models and Knowledge Graphs: A Roadmapcited by 663
  2. 2021Recent Advances in Natural Language Processing via Large Pre-Trained Language Models: A Surveycited by 457
  3. 2021Structured Prediction as Translation between Augmented Natural Languagescited by 183
  4. 2021NL-Augmenter: A Framework for Task-Sensitive Natural Language Augmentationcited by 72
  5. 2021Collecting a Large-Scale Gender Bias Dataset for Coreference Resolution and Machine Translationcited by 62
  6. 2021Stereotype and Skew: Quantifying Gender Bias in Pre-trained and Fine-tuned Language Modelscited by 57
  7. 2021Coreference Resolution without Span Representationscited by 45
  8. 2022DeepStruct: Pretraining of Language Models for Structure Predictioncited by 45
  9. 2022Learning to Reason Deductively: Math Word Problem Solving as Complex Relation Extractioncited by 44
  10. 2021Finding a Balanced Degree of Automation for Summary Evaluationcited by 43
  11. 2022Autoregressive Structured Prediction with Language Modelscited by 43
  12. 2021Word-Level Coreference Resolutioncited by 40
38 more
  1. 2021Coreference-Aware Dialogue Summarizationcited by 34
  2. 2022Coreference Resolution through a seq2seq Transition-Based Systemcited by 34
  3. 2022The Tail Wagging the Dog: Dataset Construction Biases of Social Bias Benchmarkscited by 31
  4. 2023Visual Writing Prompts: Character-Grounded Story Generation with Curated Image Sequencescited by 31
  5. 2021Learn to Resolve Conversational Dependency: A Consistency Training Framework for Conversational Question Answeringcited by 27
  6. 2022LingMess: Linguistically Informed Multi Expert Scorers for Coreference Resolutioncited by 26
  7. 2021On Generalization in Coreference Resolutioncited by 24
  8. 2021LOME: Large Ontology Multilingual Extractioncited by 23
  9. 2022F-coref: Fast, Accurate and Easy to Use Coreference Resolutioncited by 23
  10. 2022The NLP Task Effectiveness of Long-Range Transformerscited by 22
  11. 2023Zero-shot Referring Expression Comprehension via Structural Similarity Between Images and Captionscited by 21
  12. 2021Ditch the Gold Standard: Re-evaluating Conversational Question Answeringcited by 19
  13. 2022Neural Pipeline for Zero-Shot Data-to-Text Generationcited by 19
  14. 2022SNaC: Coherence Error Detection for Narrative Summarizationcited by 19
  15. 2022Reinforced Question Rewriting for Conversational Question Answeringcited by 19
  16. 2024Maverick: Efficient and Accurate Coreference Resolution Defying Recent Trendscited by 19
  17. 2021Moving on from OntoNotes: Coreference Resolution Model Transfercited by 18
  18. 2021OntoGUM: Evaluating Contextualized SOTA Coreference Resolution on 12 More Genrescited by 18
  19. 2023GATE: A Challenge Set for Gender-Ambiguous Translation Examplescited by 18
  20. 2021Focus on what matters: Applying Discourse Coherence Theory to Cross Document Coreferencecited by 16
  21. 2021KGAP: Knowledge Graph Augmented Political Perspective Detection in News Mediacited by 14
  22. 2021CREAD: Combined Resolution of Ellipses and Anaphora in Dialoguescited by 13
  23. 2023Human-in-the-Loop Schema Inductioncited by 13
  24. 2021Sequential Cross-Document Coreference Resolutioncited by 12
  25. 2022How Gender Debiasing Affects Internal Model Representations, and Why It Matterscited by 12
  26. 2022Cross-document Event Coreference Search: Task, Dataset and Modelingcited by 12
  27. 2021Adapting Coreference Resolution Models through Active Learningcited by 11
  28. 2024CommunityKG-RAG: Leveraging Community Structures in Knowledge Graphs for Advanced Retrieval-Augmented Generation in Fact-Checkingcited by 11
  29. 2022Towards Coherent and Consistent Use of Entities in Narrative Generationcited by 10
  30. 2023CAW-coref: Conjunction-Aware Word-level Coreference Resolutioncited by 10
  31. 2023Seq2seq is All You Need for Coreference Resolutioncited by 10
  32. 2021CD2CR: Co-reference Resolution Across Documents and Domainscited by 9
  33. 2021Coarse-to-Fine Curriculum Learningcited by 9
  34. 2022'UFAL CorPipe at CRAC 2022: Effectivity of Multilingual Models for Coreference Resolutioncited by 8
  35. 2021End-to-end Neural Coreference Resolution Revisited: A Simple yet Effective Baselinecited by 7
  36. 2022LARD: Large-scale Artificial Disfluency Generationcited by 7
  37. 2022Graph Refinement for Coreference Resolutioncited by 7
  38. 2022CUP: Curriculum Learning based Prompt Tuning for Implicit Event Argument Extractioncited by 7

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