{"slug": "when-ai-reviews-train-ai-reviewers-scientific-judgment-collapse-and-mitigation", "title": "When AI Reviews Train AI Reviewers: Scientific-Judgment Collapse and Mitigation", "summary": "Large language models are increasingly used as automated reviewers and as assistants to human reviewers in scientific evaluation, according to a study on recursive AI peer review. As model-generated reviews enter public data and future training corpora, the research warns that later reviewers can learn from judgments produced by earlier models, a dynamic the study calls scientific-judgment collapse. The work examines mitigation approaches for this recursive feedback loop.", "body_md": "Large language models (LLMs) increasingly participate in scientific evaluation, both as automated reviewers and as assistants to human reviewers. As model-generated reviews enter public data and future training corpora, AI peer review can become recursive: later reviewers learn from judgments produc", "url": "https://wpnews.pro/news/when-ai-reviews-train-ai-reviewers-scientific-judgment-collapse-and-mitigation", "canonical_source": "https://aiflash.com/news/123501/", "published_at": "2026-09-21 02:30:07+00:00", "updated_at": "2026-09-21 02:54:40.825621+00:00", "lang": "en", "topics": ["artificial-intelligence", "large-language-models", "ai-research", "ai-safety"], "entities": [], "alternates": {"html": "https://wpnews.pro/news/when-ai-reviews-train-ai-reviewers-scientific-judgment-collapse-and-mitigation", "markdown": "https://wpnews.pro/news/when-ai-reviews-train-ai-reviewers-scientific-judgment-collapse-and-mitigation.md", "text": "https://wpnews.pro/news/when-ai-reviews-train-ai-reviewers-scientific-judgment-collapse-and-mitigation.txt", "jsonld": "https://wpnews.pro/news/when-ai-reviews-train-ai-reviewers-scientific-judgment-collapse-and-mitigation.jsonld"}}