AI RESEARCH
Right Makes Might: Aligning Verified Hidden States Empowers RL Reasoning
arXiv CS.LG
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ArXi:2606.03234v1 Announce Type: new Reinforcement Learning from Verifiable Rewards (RLVR) has become the dominant approach for improving mathematical reasoning in large language models, yet current methods reduce each correct rollout to a single reward bit, ignoring the geometric structure shared among their hidden states.