Large-Scale Study: AI Reviewers Often Ignore How Much You Improved Your Paper

umd-zhou-lab · hf · 2026-11-04

A large-scale study from UMD's Zhou Lab analyzing paper revision trajectories finds that AI reviewers frequently fail to reflect manuscript improvements in their scores, and user opinions often override the observed revision gains — meaning substantial revisions may go unrewarded in AI-assisted review.

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