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arXiv cs.CL·

No Hidden Prompts Needed! You Can Game AI Peer Review with Presentation-Only Revisions

Signal
78
Hype
35
In three linesStudy demonstrating AI reviewers can be manipulated through presentation-only changes (abstract, framing, narrative structure) without altering methods or results. Attack success rate of 75.1% with mean score gain of +1.21/10. AI reviewers confuse appearance with substance, favoring strength highlighting over weakness refutation.
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