# Can AI learn to give useful scientific feedback? A new paper bets on author compliance as the answer.

- slug: can-ai-learn-to-give-useful-scientific-feedback-a-new-paper-bets-on-author-compliance-as-the-ans
- date: 2026-04-15
- category: Artificial Intelligence

The paper's key insight: judge feedback quality by whether the author revised the paper. Train on 19,534 ICLR submissions using that signal, and a small open-weight model beats Gemini-3-flash on precision: not by being smarter, but by learning from what actually worked.

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