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Judging a Review by its Cover: A Reliability Analysis of LLM-based Peer Review Evaluation Metrics

Amirshahi, Shakiba et al.
arXiv (All) · Papers
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Peer-review evaluation is increasingly being automated with LLM-as-a-judge metrics, but this creates a measurement risk. A review may receive a high score because it is fluent, organized, and polished, rather than because it provides a strong evaluation of the paper. This risk is especially importan
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