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News/CleanRM: Reward Modeling from Noisy Feedback with a Few Clean Feedback for RLHF
arxiv
PublishedOctober 16, 2026 at 4:00 AM

CleanRM: Reward Modeling from Noisy Feedback with a Few Clean Feedback for RLHF

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arXiv:2610.21138v1 Announce Type: new Abstract: Feedback noise is pervasive in preference data, arising from subjective human judgments, annotation mistakes, and imperfect LLM judges. Standard reward modeling trained on such feedback yields a biased estimate of the clean risk. Although classical den

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