"reasoning trajectories" Papers

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Demystifying Reasoning Dynamics with Mutual Information: Thinking Tokens are Information Peaks in LLM Reasoning

Chen Qian, Dongrui Liu, Hao Wen et al.

NeurIPS 2025arXiv:2506.02867
22
citations

Know What You Don't Know: Uncertainty Calibration of Process Reward Models

Young-Jin Park, Kristjan Greenewald, Kaveh Alimohammadi et al.

NeurIPS 2025posterarXiv:2506.09338
4
citations

Mutual Reasoning Makes Smaller LLMs Stronger Problem-Solver

Zhenting Qi, Mingyuan MA, Jiahang Xu et al.

ICLR 2025posterarXiv:2408.06195
127
citations

ReGenesis: LLMs can Grow into Reasoning Generalists via Self-Improvement

XIANGYU PENG, Congying Xia, Xinyi Yang et al.

ICLR 2025posterarXiv:2410.02108
14
citations

SiriuS: Self-improving Multi-agent Systems via Bootstrapped Reasoning

Wanjia Zhao, Mert Yuksekgonul, Shirley Wu et al.

NeurIPS 2025posterarXiv:2502.04780
18
citations

SPRINT: Enabling Interleaved Planning and Parallelized Execution in Reasoning Models

Emil Biju, Shayan Talaei, Zhemin Huang et al.

NeurIPS 2025posterarXiv:2506.05745
4
citations