mlsanityData to 14 Oct 2026

CASIMIR: A Corpus of Scientific Articles enhanced with Multiple Author-Integrated Revisions

arXiv 2403.00241 ↗First posted 1 Mar 2024cs.CLcited by 14

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Abstract (arXiv)

Writing a scientific article is a challenging task as it is a highly codified and specific genre, consequently proficiency in written communication is essential for effectively conveying research findings and ideas. In this article, we propose an original textual resource on the revision step of the writing process of scientific articles. This new dataset, called CASIMIR, contains the multiple revised versions of 15,646 scientific articles from OpenReview, along with their peer reviews. Pairs of consecutive versions of an article are aligned at sentence-level while keeping paragraph location information as metadata for supporting future revision studies at the discourse level. Each pair of revised sentences is enriched with automatically extracted edits and associated revision intention. To assess the initial quality on the dataset, we conducted a qualitative study of several state-of-the-art text revision approaches and compared various evaluation metrics. Our experiments led us to question the relevance of the current evaluation methods for the text revision task.

Key facts. Cited by 14 papers in the map (data through 14 Oct 2026). Builds on 16 of its 34 references that are in the map. First posted on arXiv 1 Mar 2024.

Builds on

16 of 34 references.

References · 16

  1. 2019BERTScore: Evaluating Text Generation with BERTcited by 5,512
  2. 2023Nougat: Neural Optical Understanding for Academic Documentscited by 245
  3. 2018A Dataset of Peer Reviews (PeerRead): Collection, Insights and NLP Applicationscited by 136
  4. 2023CoEdIT: Text Editing by Task-Specific Instruction Tuningcited by 68
  5. 2022Understanding Iterative Revision from Human-Written Textcited by 57
  6. 2022Read, Revise, Repeat: A System Demonstration for Human-in-the-loop Iterative Text Revisioncited by 46
  7. 2022Revise and Resubmit: An Intertextual Model of Text-based Collaboration in Peer Reviewcited by 37
  8. 2023ARIES: A Corpus of Scientific Paper Edits Made in Response to Peer Reviewscited by 34
  9. 2022EditEval: An Instruction-Based Benchmark for Text Improvementscited by 30
  10. 2021VILA: Improving Structured Content Extraction from Scientific PDFs Using Visual Layout Groupscited by 27
  11. 2018WikiAtomicEdits: A Multilingual Corpus of Wikipedia Edits for Modeling Language and Discoursecited by 26
  12. 2022arXivEdits: Understanding the Human Revision Process in Scientific Writingcited by 26
4 more
  1. 2022Towards Automated Document Revision: Grammatical Error Correction, Fluency Edits, and Beyondcited by 20
  2. 2018Automatic Metric Validation for Grammatical Error Correctioncited by 17
  3. 2019Diamonds in the Rough: Generating Fluent Sentences from Early-Stage Drafts for Academic Writing Assistancecited by 16
  4. 2021Automatic Document Sketching: Generating Drafts from Analogous Textscited by 4

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Citing papers per year: 2024: 1; 2025: 8; 2026: 5.

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