CASIMIR: A Corpus of Scientific Articles enhanced with Multiple Author-Integrated Revisions
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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
- 2019BERTScore: Evaluating Text Generation with BERTcited by 5,512
- 2023Nougat: Neural Optical Understanding for Academic Documentscited by 245
- 2018A Dataset of Peer Reviews (PeerRead): Collection, Insights and NLP Applicationscited by 136
- 2023CoEdIT: Text Editing by Task-Specific Instruction Tuningcited by 68
- 2022Understanding Iterative Revision from Human-Written Textcited by 57
- 2022Read, Revise, Repeat: A System Demonstration for Human-in-the-loop Iterative Text Revisioncited by 46
- 2022Revise and Resubmit: An Intertextual Model of Text-based Collaboration in Peer Reviewcited by 37
- 2023ARIES: A Corpus of Scientific Paper Edits Made in Response to Peer Reviewscited by 34
- 2022EditEval: An Instruction-Based Benchmark for Text Improvementscited by 30
- 2021VILA: Improving Structured Content Extraction from Scientific PDFs Using Visual Layout Groupscited by 27
- 2018WikiAtomicEdits: A Multilingual Corpus of Wikipedia Edits for Modeling Language and Discoursecited by 26
- 2022arXivEdits: Understanding the Human Revision Process in Scientific Writingcited by 26
4 more
- 2022Towards Automated Document Revision: Grammatical Error Correction, Fluency Edits, and Beyondcited by 20
- 2018Automatic Metric Validation for Grammatical Error Correctioncited by 17
- 2019Diamonds in the Rough: Generating Fluent Sentences from Early-Stage Drafts for Academic Writing Assistancecited by 16
- 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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- 2025Transforming Science with Large Language Models: A Survey on AI-assisted Scientific Discovery, Experimentation, Content Generation, and Evaluationcited by 42
- 2025Direct Reasoning Optimization: Token-Level Reasoning Reflectivity Meets Rubric Gates for Unverifiable Taskscited by 18
- 2025ScholaWrite: A Dataset of End-to-End Scholarly Writing Processcited by 9
- 2025eRevise+RF: A Writing Evaluation System for Assessing Student Essay Revisions and Providing Formative Feedbackcited by 8
- 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
- 2026Can AI Be a Good Peer Reviewer? A Survey of Peer Review Process, Evaluation, and the Futurecited by 6
- 2024Patent-CR: A Dataset for Patent Claim Revisioncited by 4
- 2025Efficient Layer-wise LLM Fine-tuning for Revision Intention Predictioncited by 3
- 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
- 2025Preface to the Special Issue of the TAL Journal on Scholarly Document Processingcited by 0
- 2026Heterogeneous Element-Aware Cross-Version Differencing of Scientific Documents via Layout-Aware Alignment and Structure-Aware Reasoning8 May 2026
- 2026EditPropBench: Measuring Factual Edit Propagation in Scientific Manuscripts3 May 2026
- 2026Can AI Be a Good Peer Reviewer? A Survey of Peer Review Process, Evaluation, and the Future30 Apr 2026
- 2026EarlySciRev: A Dataset of Early-Stage Scientific Revisions Extracted from LaTeX Writing Traces30 Mar 2026
- 2026Intention-Adaptive LLM Fine-Tuning for Text Revision Generation31 Jan 2026
- 2025Efficient Layer-wise LLM Fine-tuning for Revision Intention Prediction30 Sep 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
- 2025Preface to the Special Issue of the TAL Journal on Scholarly Document Processing4 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
- 2025ScholaWrite: A Dataset of End-to-End Scholarly Writing Process5 Feb 2025
- 2025ScholaWrite: A Dataset of End-to-End Scholarly Writing Processcited by 9
- 2025eRevise+RF: A Writing Evaluation System for Assessing Student Essay Revisions and Providing Formative Feedbackcited by 8
- 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
- 2026Can AI Be a Good Peer Reviewer? A Survey of Peer Review Process, Evaluation, and the Futurecited by 6
- 2024Patent-CR: A Dataset for Patent Claim Revisioncited by 4
- 2025Efficient Layer-wise LLM Fine-tuning for Revision Intention Predictioncited by 3
- 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
- 2025Preface to the Special Issue of the TAL Journal on Scholarly Document Processingcited by 0
- 2026Intention-Adaptive LLM Fine-Tuning for Text Revision Generationcited by 0
- 2026Heterogeneous Element-Aware Cross-Version Differencing of Scientific Documents via Layout-Aware Alignment and Structure-Aware Reasoningcited by 0
- 2026Heterogeneous Element-Aware Cross-Version Differencing of Scientific Documents via Layout-Aware Alignment and Structure-Aware Reasoning8 May 2026
- 2026EditPropBench: Measuring Factual Edit Propagation in Scientific Manuscripts3 May 2026
- 2026Can AI Be a Good Peer Reviewer? A Survey of Peer Review Process, Evaluation, and the Future30 Apr 2026
- 2026EarlySciRev: A Dataset of Early-Stage Scientific Revisions Extracted from LaTeX Writing Traces30 Mar 2026
- 2026Intention-Adaptive LLM Fine-Tuning for Text Revision Generation31 Jan 2026
- 2025Efficient Layer-wise LLM Fine-tuning for Revision Intention Prediction30 Sep 2025
- 2025Identifying Reliable Evaluation Metrics for Scientific Text Revision5 Jun 2025
- 2025Preface to the Special Issue of the TAL Journal on Scholarly Document Processing4 Jun 2025
- 2025From Hypothesis to Publication: A Comprehensive Survey of AI-Driven Research Support Systems3 Mar 2025
- 2025ScholaWrite: A Dataset of End-to-End Scholarly Writing Process5 Feb 2025
- 2025eRevise+RF: A Writing Evaluation System for Assessing Student Essay Revisions and Providing Formative Feedback1 Jan 2025
- 2024Patent-CR: A Dataset for Patent Claim Revision3 Dec 2024