Title
WorldPM: Scaling Human Preference Modeling B. Wang Runji Lin K. Lu L. Yu Z. Zhang ... Xuanjing Huang Yu Jiang Bowen Yu J. Zhou Junyang Lin 19 0 0 15 May 2025
Self-Consuming Generative Models with Adversarially Curated Data Xiukun Wei Xueru Zhang WIGM 34 0 0 14 May 2025
On the Robustness of Reward Models for Language Model Alignment Jiwoo Hong Noah Lee Eunki Kim Guijin Son Woojin Chung Aman Gupta Shao Tang James Thorne 29 0 0 12 May 2025
RM-R1: Reward Modeling as Reasoning X. Chen Gaotang Li Z. Wang Bowen Jin Cheng Qian ... Y. Zhang D. Zhang Tong Zhang Hanghang Tong Heng Ji ReLM OffRL LRM 156 0 0 05 May 2025
Evaluating Judges as Evaluators: The JETTS Benchmark of LLM-as-Judges as Test-Time Scaling Evaluators Yilun Zhou Austin Xu Peifeng Wang Caiming Xiong Shafiq R. Joty ELM ALM LRM 50 2 0 21 Apr 2025
Energy-Based Reward Models for Robust Language Model Alignment Anamika Lochab Ruqi Zhang 130 0 0 17 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 45 2 0 12 Apr 2025
Benchmarking Multimodal CoT Reward Model Stepwise by Visual Program Minghe Gao Xuqi Liu Zhongqi Yue Y. Wu Shuang Chen Juncheng Billy Li Siliang Tang Fei Wu Tat-Seng Chua Yueting Zhuang OffRL LRM 39 1 0 09 Apr 2025
Inference-Time Scaling for Generalist Reward Modeling Zijun Liu P. Wang R. Xu Shirong Ma Chong Ruan Peng Li Yang Janet Liu Y. Wu OffRL LRM 46 10 0 03 Apr 2025
VisualPRM: An Effective Process Reward Model for Multimodal Reasoning Weiyun Wang Zhangwei Gao L. Chen Zhe Chen Jinguo Zhu ... Lewei Lu Haodong Duan Yu Qiao Jifeng Dai Wenhai Wang LRM 60 10 0 13 Mar 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 W. Zhang Kai Chen D. Lin Jiaqi Wang VLM 72 19 0 21 Jan 2025
RAG-RewardBench: Benchmarking Reward Models in Retrieval Augmented Generation for Preference Alignment Zhuoran Jin Hongbang Yuan Tianyi Men Pengfei Cao Yubo Chen Kang-Jun Liu Jun Zhao ALM 82 7 0 18 Dec 2024
VLRewardBench: A Challenging Benchmark for Vision-Language Generative Reward Models Lei Li Y. X. Wei Zhihui Xie Xuqing Yang Yifan Song ... Tianyu Liu Sujian Li Bill Yuchen Lin Lingpeng Kong Q. Liu CoGe VLM 120 24 0 26 Nov 2024
M-RewardBench: Evaluating Reward Models in Multilingual Settings Srishti Gureja Lester James Validad Miranda Shayekh Bin Islam Rishabh Maheshwary Drishti Sharma Gusti Winata Nathan Lambert Sebastian Ruder Sara Hooker Marzieh Fadaee LRM 35 15 0 20 Oct 2024