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UGMathBench
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EntroPIC: Towards Stable Long-Term Training of LLMs via Entropy Stabilization with Proportional-Integral Control
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S$^3$c-Math: Spontaneous Step-level Self-correction Makes Large Language Models Better Mathematical Reasoners
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VerifyBench: Benchmarking Reference-based Reward Systems for Large Language Models
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