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Peking University, Ministry of Education, Key Laboratory of High Confidence Software Technologies
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Dynamic rubrics that evolve with the policy can significantly enhance reinforcement learning performance, even without external supervision.
The $\ell_2$ norm of hidden states serves as a powerful indicator of reasoning intensity in LLMs, enabling new techniques that boost reasoning performance without extra training.
