ParaRev: Building a dataset for Scientific Paragraph Revision annotated with revision instruction
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Abstract (arXiv)
Revision is a crucial step in scientific writing, where authors refine their work to improve clarity, structure, and academic quality. Existing approaches to automated writing assistance often focus on sentence-level revisions, which fail to capture the broader context needed for effective modification. In this paper, we explore the impact of shifting from sentence-level to paragraph-level scope for the task of scientific text revision. The paragraph level definition of the task allows for more meaningful changes, and is guided by detailed revision instructions rather than general ones. To support this task, we introduce ParaRev, the first dataset of revised scientific paragraphs with an evaluation subset manually annotated with revision instructions. Our experiments demonstrate that using detailed instructions significantly improves the quality of automated revisions compared to general approaches, no matter the model or the metric considered.
Key facts. Cited by 8 papers in the map (data through 7 Oct 2026). First posted on arXiv 9 Jan 2025.
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Citing papers per year: 2025: 5; 2026: 3.
8 papers.
- 2025Transforming Science with Large Language Models: A Survey on AI-assisted Scientific Discovery, Experimentation, Content Generation, and Evaluationcited by 41
- 2025Direct Reasoning Optimization: Token-Level Reasoning Reflectivity Meets Rubric Gates for Unverifiable Taskscited by 16
- 2025From Hypothesis to Publication: A Comprehensive Survey of AI-Driven Research Support Systemscited by 8
- 2025Identifying Reliable Evaluation Metrics for Scientific Text Revisioncited by 6
- 2026*-PLUIE: Personalisable metric with Llm Used for Improved Evaluationcited by 1
- 2026EarlySciRev: A Dataset of Early-Stage Scientific Revisions Extracted from LaTeX Writing Tracescited by 1
- 2026EditPropBench: Measuring Factual Edit Propagation in Scientific Manuscriptscited by 1
- 2025ResearchArcade: Graph Interface for Academic Taskscited by 0
- 2026EditPropBench: Measuring Factual Edit Propagation in Scientific Manuscripts3 May 2026
- 2026EarlySciRev: A Dataset of Early-Stage Scientific Revisions Extracted from LaTeX Writing Traces30 Mar 2026
- 2026*-PLUIE: Personalisable metric with Llm Used for Improved Evaluation17 Feb 2026
- 2025ResearchArcade: Graph Interface for Academic Tasks27 Nov 2025
- 2025Direct Reasoning Optimization: Token-Level Reasoning Reflectivity Meets Rubric Gates for Unverifiable Tasks16 Jun 2025
- 2025Identifying Reliable Evaluation Metrics for Scientific Text Revision5 Jun 2025
- 2025From Hypothesis to Publication: A Comprehensive Survey of AI-Driven Research Support Systems3 Mar 2025
- 2025Transforming Science with Large Language Models: A Survey on AI-assisted Scientific Discovery, Experimentation, Content Generation, and Evaluation7 Feb 2025