Process Reward Models for LLM Agents: Practical Framework and Directions

17 February 2025

Papers citing "Process Reward Models for LLM Agents: Practical Framework and Directions"

6 / 6 papers shown

Title
Socratic-PRMBench: Benchmarking Process Reward Models with Systematic Reasoning Patterns Xiang Li Haiyang Yu Xinghua Zhang Ziyang Huang Shizhu He Kang Liu Jun Zhao Fei Huang Yongbin Li LRM 20 0 0 29 May 2025
Distilling LLM Agent into Small Models with Retrieval and Code Tools Minki Kang Jongwon Jeong Seanie Lee Jaewoong Cho Sung Ju Hwang LRM 246 2 0 23 May 2025
Sailing by the Stars: A Survey on Reward Models and Learning Strategies for Learning from Rewards Xiaobao Wu LRM 208 5 0 05 May 2025
Reasoning without Regret Tarun Chitra OffRL LRM 77 0 0 14 Apr 2025
A Comprehensive Survey of Reward Models: Taxonomy, Applications, Challenges, and Future Jialun Zhong Wei Shen Yanzeng Li Songyang Gao Hua Lu Yicheng Chen Yang Zhang Wei Zhou Jinjie Gu Lei Zou LRM 113 11 0 12 Apr 2025
All Roads Lead to Likelihood: The Value of Reinforcement Learning in Fine-Tuning Gokul Swamy Sanjiban Choudhury Wen Sun Zhiwei Steven Wu J. Andrew Bagnell OffRL 139 20 0 03 Mar 2025