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Evaluating the Impact of Reviewer Guideline Design on LLM-Based Automated Peer Review

arXiv cs.CL · 2026-07-28 Cached

This study analyzes how different types of reviewer guidelines (official conference guidelines vs. reviewer-imitating ones) affect LLM-based automated peer review, finding that official guidelines produce more human-consistent results while strict rubric-style scoring degrades performance.

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