mlsanityData to 14 Oct 2026

NewsEdits: A News Article Revision Dataset and a Document-Level Reasoning Challenge

arXiv 2206.07106 ↗First posted 14 Jun 2022cs.CLcited by 20

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Abstract (arXiv)

News article revision histories provide clues to narrative and factual evolution in news articles. To facilitate analysis of this evolution, we present the first publicly available dataset of news revision histories, NewsEdits. Our dataset is large-scale and multilingual; it contains 1.2 million articles with 4.6 million versions from over 22 English- and French-language newspaper sources based in three countries, spanning 15 years of coverage (2006-2021). We define article-level edit actions: Addition, Deletion, Edit and Refactor, and develop a high-accuracy extraction algorithm to identify these actions. To underscore the factual nature of many edit actions, we conduct analyses showing that added and deleted sentences are more likely to contain updating events, main content and quotes than unchanged sentences. Finally, to explore whether edit actions are predictable, we introduce three novel tasks aimed at predicting actions performed during version updates. We show that these tasks are possible for expert humans but are challenging for large NLP models. We hope this can spur research in narrative framing and help provide predictive tools for journalists chasing breaking news.

Key facts. Cited by 20 papers in the map (data through 14 Oct 2026). Builds on 23 of its 103 references that are in the map. First posted on arXiv 14 Jun 2022.

Builds on

23 of 103 references.

References · 23

  1. 2019RoBERTa: A Robustly Optimized BERT Pretraining Approachcited by 13,372
  2. 2019Sentence-BERT: Sentence Embeddings using Siamese BERT-Networkscited by 9,170
  3. 2019TinyBERT: Distilling BERT for Natural Language Understandingcited by 1,167
  4. 2016A Corpus and Evaluation Framework for Deeper Understanding of Commonsense Storiescited by 417
  5. 2018Plan-And-Write: Towards Better Automatic Storytellingcited by 234
  6. 2019Dice Loss for Data-imbalanced NLP Taskscited by 182
  7. 2017Style Transfer in Text: Exploration and Evaluationcited by 146
  8. 2018A Multi-Axis Annotation Scheme for Event Temporal Relationscited by 75
  9. 2018A Retrieve-and-Edit Framework for Predicting Structured Outputscited by 73
  10. 2019Joint Event and Temporal Relation Extraction with Shared Representations and Structured Predictioncited by 53
  11. 2018Learning to Represent Editscited by 34
  12. 2019Automatic Fact-guided Sentence Modificationcited by 28
11 more
  1. 2019Man is to Person as Woman is to Location: Measuring Gender Bias in Named Entity Recognitioncited by 28
  2. 2017Disinformation and Social Bot Operations in the Run Up to the 2017 French Presidential Electioncited by 26
  3. 2018WikiAtomicEdits: A Multilingual Corpus of Wikipedia Edits for Modeling Language and Discoursecited by 26
  4. 2019Deep Structured Neural Network for Event Temporal Relation Extractioncited by 25
  5. 2021Understanding Multimodal Procedural Knowledge by Sequencing Multimodal Instructional Manualscited by 18
  6. 2021EventPlus: A Temporal Event Understanding Pipelinecited by 17
  7. 2019Scientific Discourse Tagging for Evidence Extractioncited by 11
  8. 2021Annotation and Classification of Evidence and Reasoning Revisions in Argumentative Writingcited by 9
  9. 2017RefDiff: Detecting Refactorings in Version Historiescited by 5
  10. 2021"Don't quote me on that": Finding Mixtures of Sources in News Articlescited by 5
  11. 2020Identifying Distributional Perspective Differences from Colingual Groupscited by 2

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Cited by year (2026 to 14 Oct)

Citing papers per year: 2022: 2; 2023: 7; 2024: 4; 2025: 4; 2026: 3.

20 papers.

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  1. 2022EditEval: An Instruction-Based Benchmark for Text Improvementscited by 30
  2. 2023EDIS: Entity-Driven Image Search over Multimodal Web Contentcited by 27
  3. 2024Re3: A Holistic Framework and Dataset for Modeling Collaborative Document Revisioncited by 11
  4. 2026LLMs Corrupt Your Documents When You Delegatecited by 9
  5. 2025eRevise+RF: A Writing Evaluation System for Assessing Student Essay Revisions and Providing Formative Feedbackcited by 8
  6. 2023XATU: A Fine-grained Instruction-based Benchmark for Explainable Text Updatescited by 6
  7. 2023Identifying Informational Sources in News Articlescited by 5
  8. 2023Tracking the Newsworthiness of Public Documentscited by 4
  9. 2023InfoSync: Information Synchronization across Multilingual Semi-structured Tablescited by 3
  10. 2024PatentEdits: Framing Patent Novelty as Textual Entailmentcited by 3
  11. 2025Efficient Layer-wise LLM Fine-tuning for Revision Intention Predictioncited by 3
  12. 2025Leveraging LLM For Synchronizing Information Across Multilingual Tablescited by 2
8 more
  1. 2023From Nuisance to News Sense: Augmenting the News with Cross-Document Evidence and Contextcited by 1
  2. 2024Explaining Mixtures of Sources in News Articlescited by 1
  3. 2024NewsHomepages: Homepage Layouts Capture Information Prioritization Decisionscited by 1
  4. 2022An Inclusive Notion of Textcited by 0
  5. 2023WikiIns: A High-Quality Dataset for Controlled Text Editing by Natural Language Instructioncited by 0
  6. 2025DiscoSum: Discourse-aware News Summarizationcited by 0
  7. 2026Intention-Adaptive LLM Fine-Tuning for Text Revision Generationcited by 0
  8. 2026Knowledge Pull Requests for Continual Document Authoringcited by 0