Xinya Du

Your Reasoning Model is Secretly a Reward Model - Optimization-Free Verification from Experience

This paper introduces C LUE (Clustering and Experience-based Verification) , a training-free, non-parametric verifier that improves selection and reranking in Large Language Model outputs and finds that correct and incorrect solutions exhibit measurable geometric differences in their hidden-state trajectories.