mlsanityData to 7 Oct 2026

EarlySciRev: A Dataset of Early-Stage Scientific Revisions Extracted from LaTeX Writing Traces

arXiv 2603.28515 ↗First posted 30 Mar 2026cs.CLcited by 1

Not on the map. Why?

Abstract (arXiv)

Scientific writing is an iterative process that generates rich revision traces, yet publicly available resources typically expose only final or near-final versions of papers. This limits empirical study of revision behaviour and evaluation of large language models (LLMs) for scientific writing. We introduce EarlySciRev, a dataset of early-stage scientific text revisions automatically extracted from arXiv LaTeX source files. Our key observation is that commented-out text in LaTeX often preserves discarded or alternative formulations written by the authors themselves. By aligning commented segments with nearby final text, we extract paragraph-level candidate revision pairs and apply LLM-based filtering to retain genuine revisions. Starting from 1.28M candidate pairs, our pipeline yields 578k validated revision pairs, grounded in authentic early drafting traces. We additionally provide a human-annotated benchmark for revision detection. EarlySciRev complements existing resources focused on late-stage revisions or synthetic rewrites and supports research on scientific writing dynamics, revision modelling, and LLM-assisted editing.

Key facts. Cited by 1 paper in the map (data through 7 Oct 2026). Builds on 12 of its 16 references that are in the map. First posted on arXiv 30 Mar 2026.

Builds on

12 of 16 references.

References · 12

  1. 2022NLPeer: A Unified Resource for the Computational Study of Peer Reviewcited by 60
  2. 2022Read, Revise, Repeat: A System Demonstration for Human-in-the-loop Iterative Text Revisioncited by 46
  3. 2022Revise and Resubmit: An Intertextual Model of Text-based Collaboration in Peer Reviewcited by 37
  4. 2022MOPRD: A multidisciplinary open peer review datasetcited by 32
  5. 2022arXivEdits: Understanding the Human Revision Process in Scientific Writingcited by 26
  6. 2022Towards Automated Document Revision: Grammatical Error Correction, Fluency Edits, and Beyondcited by 20
  7. 2019Diamonds in the Rough: Generating Fluent Sentences from Early-Stage Drafts for Academic Writing Assistancecited by 16
  8. 2014A Corpus of Sentence-level Revisions in Academic Writing: A Step towards Understanding Statement Strength in Communicationcited by 14
  9. 2024CASIMIR: A Corpus of Scientific Articles enhanced with Multiple Author-Integrated Revisionscited by 14
  10. 2024Re3: A Holistic Framework and Dataset for Modeling Collaborative Document Revisioncited by 11
  11. 2025ParaRev: Building a dataset for Scientific Paragraph Revision annotated with revision instructioncited by 8
  12. 2026*-PLUIE: Personalisable metric with Llm Used for Improved Evaluationcited by 1

Built on by

Cited by year (2026 to 7 Oct)

Citing papers per year: 2026: 1.

1 paper.