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News/Beyond Entropy: Learning from Token-Level Distributional Deviations for LLM Reasoning
arxiv
PublishedJune 19, 2026 at 4:00 AM

Beyond Entropy: Learning from Token-Level Distributional Deviations for LLM Reasoning

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arXiv:2606.19771v1 Announce Type: new Abstract: Reinforcement Learning with Verifiable Rewards (RLVR) has significantly advanced Large Language Model (LLM) reasoning; however, it faces a fundamental optimization instability: uniform token updates precipitate entropy collapse, leading to premature co

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