AION
Research paperLarge Language Models1 source · Oct 8, 2026

Writing for the Reviewer: Defensive Writing in GPT Models

Defensive writing grows with GPT version.

Key points

  • Researchers increasingly use ChatGPT to revise their papers, and recent GPT versions often narrow or even retract the authors' claims.
  • We call such changes defensive writing when the given material does not support them, and we test two explanations: the model corrects the authors' overclaiming, or it writes for an anticipated reviewer.
  • We ask GPT versions and models from other developers to rewrite paragraphs from papers written before ChatGPT, or to write from an evidence sheet that lists a paper's method and results.
  • Combining AI writing with AI review may amplify this style.

Sources (1)

  • [1]Writing for the Reviewer: Defensive Writing in GPT Models
    arXiv (AI, ML, NLP, CV, robotics, multi-agent) · Oct 8, 06:47 AM
    Defensive writing grows with GPT version.
    Researchers increasingly use ChatGPT to revise their papers, and recent GPT versions often narrow or even retract the authors' claims.

Extractive summary: sentences quoted from the sources.