Rewarding Progress: Scaling Automated Process Verifiers for LLM
Reasoning

Rewarding Progress: Scaling Automated Process Verifiers for LLM Reasoning

10 October 2024

Amrith Rajagopal Setlur

Jacob Eisenstein

Rishabh Agarwal

Jonathan Berant

Aviral Kumar

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Papers citing "Rewarding Progress: Scaling Automated Process Verifiers for LLM Reasoning"

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Title
Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search Maohao Shen Guangtao Zeng Zhenting Qi Zhang-Wei Hong Zhenfang Chen Wei Lu G. Wornell Subhro Das David D. Cox Chuang Gan LRM LLMAG 563 18 0 04 Feb 2025
Process Reinforcement through Implicit Rewards Ganqu Cui Lifan Yuan Ziyi Wang Hanbin Wang Wendi Li ... Yu Cheng Zhiyuan Liu Maosong Sun Bowen Zhou Ning Ding OffRL LRM 190 103 0 03 Feb 2025
SFT Memorizes, RL Generalizes: A Comparative Study of Foundation Model Post-training Tianzhe Chu Yuexiang Zhai Jihan Yang Shengbang Tong Saining Xie Dale Schuurmans Quoc V. Le Sergey Levine Yi-An Ma OffRL 251 128 0 28 Jan 2025
Coarse-to-Fine Process Reward Modeling for Mathematical Reasoning Yihan Hu Sheng Ouyang Yong Liu LRM 70 1 0 23 Jan 2025
InternLM-XComposer2.5-Reward: A Simple Yet Effective Multi-Modal Reward Model Yuhang Zang Xiaoyi Dong Pan Zhang Yuhang Cao Ziyu Liu ... Haodong Duan Wentao Zhang Kai Chen Dahua Lin Jiaqi Wang VLM 259 25 0 21 Jan 2025
URSA: Understanding and Verifying Chain-of-thought Reasoning in Multimodal Mathematics Ruilin Luo Zhuofan Zheng Yifan Wang Xinzhe Ni Zicheng Lin ... Yiyao Yu C. Shi Ruihang Chu Jin Zeng Yujiu Yang LRM 231 25 0 08 Jan 2025
Inference Scaling fLaws: The Limits of LLM Resampling with Imperfect Verifiers Benedikt Stroebl Sayash Kapoor Arvind Narayanan LRM 149 18 0 26 Nov 2024
BPP-Search: Enhancing Tree of Thought Reasoning for Mathematical Modeling Problem Solving Teng Wang Wing-Yin Yu Zhenqi He Zehua Liu Xiongwei Han ... Han Wu Wei Shi Ruifeng She Fangzhou Zhu Tao Zhong AIMat OffRL LRM 215 3 0 26 Nov 2024
From Generation to Judgment: Opportunities and Challenges of LLM-as-a-judge Dawei Li Bohan Jiang Liangjie Huang Alimohammad Beigi Chengshuai Zhao ... Canyu Chen Tianhao Wu Kai Shu Lu Cheng Huan Liu ELM AILaw 377 112 0 25 Nov 2024