"process supervision" Papers

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Large language models can learn and generalize steganographic chain-of-thought under process supervision

ROBERT MC CARTHY, Joey SKAF, Luis Ibanez-Lissen et al.

NEURIPS 2025arXiv:2506.01926
13
citations

Step-by-Step Reasoning for Math Problems via Twisted Sequential Monte Carlo

Shengyu Feng, Xiang Kong, shuang ma et al.

ICLR 2025arXiv:2410.01920
10
citations

Unlocking Multimodal Mathematical Reasoning via Process Reward Model

Ruilin Luo, Zhuofan Zheng, Lei Wang et al.

NEURIPS 2025arXiv:2501.04686
31
citations

WizardMath: Empowering Mathematical Reasoning for Large Language Models via Reinforced Evol-Instruct

Haipeng Luo, Qingfeng Sun, Can Xu et al.

ICLR 2025arXiv:2308.09583
655
citations

Training Large Language Models for Reasoning through Reverse Curriculum Reinforcement Learning

Zhiheng Xi, Wenxiang Chen, Boyang Hong et al.

ICML 2024arXiv:2402.05808
58
citations