2025 "process reward models" Papers

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DreamPRM: Domain-reweighted Process Reward Model for Multimodal Reasoning

Qi Cao, Ruiyi Wang, Ruiyi Zhang et al.

NEURIPS 2025posterarXiv:2505.20241
5
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

ReasonFlux-PRM: Trajectory-Aware PRMs for Long Chain-of-Thought Reasoning in LLMs

Jiaru Zou, Ling Yang, Jingwen Gu et al.

NEURIPS 2025posterarXiv:2506.18896
22
citations

Reasoning Is Not a Race: When Stopping Early Beats Going Deeper

Mohan Zhang, Jiaxuan Gao, Shusheng Xu et al.

NEURIPS 2025poster

SPC: Evolving Self-Play Critic via Adversarial Games for LLM Reasoning

Jiaqi Chen, Bang Zhang, Ruotian Ma et al.

NEURIPS 2025posterarXiv:2504.19162
21
citations

Unlocking Multimodal Mathematical Reasoning via Process Reward Model

Ruilin Luo, Zhuofan Zheng, Lei Wang et al.

NEURIPS 2025posterarXiv:2501.04686
29
citations

Value-Guided Search for Efficient Chain-of-Thought Reasoning

Kaiwen Wang, Jin Zhou, Jonathan Chang et al.

NEURIPS 2025posterarXiv:2505.17373
7
citations

VLRMBench: A Comprehensive and Challenging Benchmark for Vision-Language Reward Models

JIACHENG RUAN, Wenzhen Yuan, Xian Gao et al.

ICCV 2025posterarXiv:2503.07478
15
citations

Web-Shepherd: Advancing PRMs for Reinforcing Web Agents

Hyungjoo Chae, Seonghwan Kim, Junhee Cho et al.

NEURIPS 2025spotlightarXiv:2505.15277
8
citations