mlsanityData to 7 Oct 2026

Cross-document Coreference Resolution over Predicted Mentions

arXiv 2106.01210 ↗First posted 2 Jun 2021cs.CLcited by 29

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Abstract (arXiv)

Coreference resolution has been mostly investigated within a single document scope, showing impressive progress in recent years based on end-to-end models. However, the more challenging task of cross-document (CD) coreference resolution remained relatively under-explored, with the few recent models applied only to gold mentions. Here, we introduce the first end-to-end model for CD coreference resolution from raw text, which extends the prominent model for within-document coreference to the CD setting. Our model achieves competitive results for event and entity coreference resolution on gold mentions. More importantly, we set first baseline results, on the standard ECB+ dataset, for CD coreference resolution over predicted mentions. Further, our model is simpler and more efficient than recent CD coreference resolution systems, while not using any external resources.

Key facts. Cited by 29 papers in the map (data through 7 Oct 2026). Builds on 14 of its 27 references that are in the map. First posted on arXiv 2 Jun 2021.

Builds on

14 of 27 references.

References · 14

  1. 2014Adam: A Method for Stochastic Optimizationcited by 36,960
  2. 2019PyTorch: An Imperative Style, High-Performance Deep Learning Librarycited by 20,160
  3. 2019RoBERTa: A Robustly Optimized BERT Pretraining Approachcited by 13,266
  4. 2019SpanBERT: Improving Pre-training by Representing and Predicting Spanscited by 832
  5. 2017End-to-end Neural Coreference Resolutioncited by 240
  6. 2019BERT for Coreference Resolution: Baselines and Analysiscited by 125
  7. 2019Coreference Resolution as Query-based Span Predictioncited by 91
  8. 2019Revisiting Joint Modeling of Cross-document Entity and Event Coreference Resolutioncited by 43
  9. 2018Resolving Event Coreference with Supervised Representation Learning and Clustering-Oriented Regularizationcited by 22
  10. 2017Event Coreference Resolution by Iteratively Unfolding Inter-dependencies among Eventscited by 19
  11. 2021CDLM: Cross-Document Language Modelingcited by 17
  12. 2020Paraphrasing vs Coreferring: Two Sides of the Same Coincited by 15
2 more
  1. 2015A Hierarchical Distance-dependent Bayesian Model for Event Coreference Resolutioncited by 12
  2. 2019Scalable Hierarchical Clustering with Tree Graftingcited by 7

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Cited by year (2026 to 7 Oct)

Citing papers per year: 2021: 4; 2022: 2; 2023: 6; 2024: 10; 2025: 5; 2026: 2.

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  1. 2023Unifying Large Language Models and Knowledge Graphs: A Roadmapcited by 663
  2. 2023When Large Language Models Meet Personalization: Perspectives of Challenges and Opportunitiescited by 89
  3. 2022LingMess: Linguistically Informed Multi Expert Scorers for Coreference Resolutioncited by 26
  4. 2024AmbigDocs: Reasoning across Documents on Different Entities under the Same Namecited by 21
  5. 2021Realistic Evaluation Principles for Cross-document Coreference Resolutioncited by 15
  6. 20232 * n is better than n2: Decomposing Event Coreference Resolution into Two Tractable Problemscited by 13
  7. 2023What happens before and after: Multi-Event Commonsense in Event Coreference Resolutioncited by 12
  8. 2022Contrastive Representation Learning for Cross-Document Coreference Resolution of Events and Entitiescited by 10
  9. 2023Implicit meta-learning may lead language models to trust more reliable sourcescited by 9
  10. 2021iFacetSum: Coreference-based Interactive Faceted Summarization for Multi-Document Explorationcited by 8
  11. 2021XCoref: Cross-document Coreference Resolution in the Wildcited by 6
  12. 2024Linear Cross-document Event Coreference Resolution with X-AMRcited by 6
17 more
  1. 2024Generating Harder Cross-document Event Coreference Resolution Datasets using Metaphoric Paraphrasingcited by 6
  2. 2024Any Other Thoughts, Hedgehog? Linking Deliberation Chains in Collaborative Dialoguescited by 6
  3. 2024Multimodal Cross-Document Event Coreference Resolution Using Linear Semantic Transfer and Mixed-Modality Ensemblescited by 4
  4. 2025Identifying and Investigating Global News Coverage of Critical Events Such as Disasters and Terrorist Attackscited by 4
  5. 2024Synergetic Event Understanding: A Collaborative Approach to Cross-Document Event Coreference Resolution with Large Language Modelscited by 3
  6. 2024Okay, Let's Do This! Modeling Event Coreference with Generated Rationales and Knowledge Distillationcited by 2
  7. 2024Inferring Scientific Cross-Document Coreference and Hierarchy with Definition-Augmented Relational Reasoningcited by 2
  8. 2025Beyond Pairwise: Global Zero-shot Temporal Graph Generationcited by 2
  9. 2024EasyECR: A Library for Easy Implementation and Evaluation of Event Coreference Resolution Modelscited by 1
  10. 2024EventFull: Complete and Consistent Event Relation Annotationcited by 1
  11. 2025Large Language Models Are Effective Human Annotation Assistants, But Not Good Independent Annotatorscited by 1
  12. 2025Link Prediction for Event Logs in the Process Industrycited by 1
  13. 2021Multi-Document Keyphrase Extraction: Dataset, Baselines and Reviewcited by 0
  14. 2023Filling in the Gaps: Efficient Event Coreference Resolution using Graph Autoencoder Networkscited by 0
  15. 2025Argument-Centric Causal Intervention Method for Mitigating Bias in Cross-Document Event Coreference Resolutioncited by 0
  16. 2026Do Lexical and Contextual Coreference Resolution Systems Degrade Differently under Mention Noise? An Empirical Study on Scientific Software Mentionscited by 0
  17. 2026Follow the Entities: A Corpus Map for Agentic Searchcited by 0