Decoupling Scores and Text: The Politeness Principle in Peer Review

This study investigates the difficulty of interpreting peer review feedback, comparing the effectiveness of numerical scores versus text in predicting acceptance. The research reveals that score-based models are significantly more accurate (91%) than text-based models (81% even with LLMs), indicating textual information is considerably less reliable.