mlsanityData to 7 Oct 2026

LingMess: Linguistically Informed Multi Expert Scorers for Coreference Resolution

arXiv 2205.12644 ↗First posted 25 May 2022cs.CLcited by 26

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Abstract (arXiv)

While coreference resolution typically involves various linguistic challenges, recent models are based on a single pairwise scorer for all types of pairs. We present LingMess, a new coreference model that defines different categories of coreference cases and optimize multiple pairwise scorers, where each scorer learns a specific set of linguistic challenges. Our model substantially improves pairwise scores for most categories and outperforms cluster-level performance on Ontonotes and 5 additional datasets. Our model is available in https://github.com/shon-otmazgin/lingmess-coref

Key facts. Cited by 26 papers in the map (data through 7 Oct 2026). Builds on 17 of its 43 references that are in the map. First posted on arXiv 25 May 2022.

Builds on

17 of 43 references.

References · 17

  1. 2019PyTorch: An Imperative Style, High-Performance Deep Learning Librarycited by 20,160
  2. 2020Longformer: The Long-Document Transformercited by 3,362
  3. 2019SpanBERT: Improving Pre-training by Representing and Predicting Spanscited by 832
  4. 2018Gender Bias in Coreference Resolution: Evaluation and Debiasing Methodscited by 657
  5. 2018Gender Bias in Coreference Resolutioncited by 438
  6. 2017End-to-end Neural Coreference Resolutioncited by 240
  7. 2018Higher-order Coreference Resolution with Coarse-to-fine Inferencecited by 150
  8. 2019BERT for Coreference Resolution: Baselines and Analysiscited by 125
  9. 2019Coreference Resolution as Query-based Span Predictioncited by 91
  10. 2021Collecting a Large-Scale Gender Bias Dataset for Coreference Resolution and Machine Translationcited by 62
  11. 2016Improving Coreference Resolution by Learning Entity-Level Distributed Representationscited by 50
  12. 2020Revealing the Myth of Higher-Order Inference in Coreference Resolutioncited by 49
5 more
  1. 2021Coreference Resolution without Span Representationscited by 45
  2. 2021Word-Level Coreference Resolutioncited by 40
  3. 2020Learning to Ignore: Long Document Coreference with Bounded Memory Neural Networkscited by 29
  4. 2021Cross-document Coreference Resolution over Predicted Mentionscited by 29
  5. 2022deep-significance - Easy and Meaningful Statistical Significance Testing in the Age of Neural Networkscited by 28

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Cited by year (2026 to 7 Oct)

Citing papers per year: 2022: 1; 2023: 5; 2024: 15; 2025: 3; 2026: 2.

26 papers.

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  1. 2024Extract, Define, Canonicalize: An LLM-based Framework for Knowledge Graph Constructioncited by 70
  2. 2022F-coref: Fast, Accurate and Easy to Use Coreference Resolutioncited by 23
  3. 2024Maverick: Efficient and Accurate Coreference Resolution Defying Recent Trendscited by 19
  4. 2024Bridging Context Gaps: Leveraging Coreference Resolution for Long Contextual Understandingcited by 16
  5. 2023CAW-coref: Conjunction-Aware Word-level Coreference Resolutioncited by 10
  6. 2024Major Entity Identification: A Generalizable Alternative to Coreference Resolutioncited by 9
  7. 2024WinoPron: Revisiting English Winogender Schemas for Consistency, Coverage, and Grammatical Casecited by 9
  8. 2024[Lions: 1] and [Tigers: 2] and [Bears: 3], Oh My! Literary Coreference Annotation with LLMscited by 8
  9. 2023Challenges to Evaluating the Generalization of Coreference Resolution Models: A Measurement Modeling Perspectivecited by 6
  10. 2024Generating Harder Cross-document Event Coreference Resolution Datasets using Metaphoric Paraphrasingcited by 6
  11. 2024CorPipe at CRAC 2024: Predicting Zero Mentions from Raw Textcited by 6
  12. 2023Identifying Informational Sources in News Articlescited by 5
14 more
  1. 2024A Controlled Reevaluation of Coreference Resolution Modelscited by 4
  2. 2024IdentifyMe: A Challenging Long-Context Mention Resolution Benchmark for LLMscited by 4
  3. 2025BOOKCOREF: Coreference Resolution at Book Scalecited by 3
  4. 2023Evaluating and Improving the Coreference Capabilities of Machine Translation Modelscited by 2
  5. 2023CorefPrompt: Prompt-based Event Coreference Resolution by Measuring Event Type and Argument Compatibilitiescited by 2
  6. 2024Multilingual Coreference Resolution in Low-resource South Asian Languagescited by 2
  7. 2024KoCoNovel: Annotated Dataset of Character Coreference in Korean Novelscited by 1
  8. 2024From Text to Context: An Entailment Approach for News Stakeholder Classificationcited by 1
  9. 2024Data-driven Coreference-based Ontology Buildingcited by 1
  10. 2024ThaiCoref: Thai Coreference Resolution Datasetcited by 0
  11. 2025Mah=an=ama: A Unique Testbed for Literary Entity Discovery and Linkingcited by 0
  12. 2025Efficient Seq2seq Coreference Resolution Using Entity Representationscited by 0
  13. 2026Beyond Word Boundaries: A Hebrew Coreference Benchmark and an Evaluation Protocol for Morphologically Complex Textcited by 0
  14. 2026Benchmarking MLLMs via Cognitive Expected Scene Graph for Safety-Critical Visual Negation Understandingcited by 0