Title
Unified Multimodal Chain-of-Thought Reward Model through Reinforcement Fine-Tuning Yibin Wang Zhimin Li Yuhang Zang Chunyu Wang Qinglin Lu Cheng Jin Jinqiao Wang LRM 127 11 0 06 May 2025
RM-R1: Reward Modeling as Reasoning Xiusi Chen Gaotang Li Zehua Wang Bowen Jin Cheng Qian ... Yu Zhang D. Zhang Tong Zhang Hanghang Tong Heng Ji ReLM OffRL LRM 381 21 0 05 May 2025
Inference-Time Scaling for Generalist Reward Modeling Zijun Liu P. Wang Ran Xu Shirong Ma Chong Ruan Ziwei Sun Yang Liu Y. Wu OffRL LRM 185 54 0 03 Apr 2025
JudgeLRM: Large Reasoning Models as a Judge Nuo Chen Zhiyuan Hu Qingyun Zou Jiaying Wu Qian Wang Bryan Hooi Bingsheng He ReLM ELM LRM 166 15 0 31 Mar 2025
Skywork-Reward: Bag of Tricks for Reward Modeling in LLMs Chris Yuhao Liu Liang Zeng Qingbin Liu Rui Yan Jujie He Chaojie Wang Shuicheng Yan Yang Liu Yahui Zhou AI4TS 111 116 0 24 Oct 2024
RM-Bench: Benchmarking Reward Models of Language Models with Subtlety and Style Yantao Liu Zijun Yao Rui Min Yixin Cao Lei Hou Juanzi Li OffRL ALM 100 42 0 21 Oct 2024
HelpSteer2-Preference: Complementing Ratings with Preferences Zhilin Wang Alexander Bukharin Olivier Delalleau Daniel Egert Gerald Shen Jiaqi Zeng Oleksii Kuchaiev Yi Dong ALM 133 59 0 02 Oct 2024
HybridFlow: A Flexible and Efficient RLHF Framework Guangming Sheng Chi Zhang Zilingfeng Ye Xibin Wu Wang Zhang Ru Zhang Size Zheng Haibin Lin Chuan Wu AI4CE 188 241 0 28 Sep 2024
Improving Reward Models with Synthetic Critiques Zihuiwen Ye Fraser Greenlee-Scott Max Bartolo Phil Blunsom Jon Ander Campos Matthias Gallé ALM SyDa LRM 96 24 0 31 May 2024
DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models Zhihong Shao Peiyi Wang Qihao Zhu Runxin Xu Jun-Mei Song ... Haowei Zhang Mingchuan Zhang Yiming Li Yu-Huan Wu Daya Guo ReLM LRM 167 1,288 0 05 Feb 2024
Secrets of RLHF in Large Language Models Part II: Reward Modeling Bing Wang Rui Zheng Luyao Chen Yan Liu Shihan Dou ... Qi Zhang Xipeng Qiu Xuanjing Huang Zuxuan Wu Yuanyuan Jiang ALM 113 110 0 11 Jan 2024
JudgeLM: Fine-tuned Large Language Models are Scalable Judges Lianghui Zhu Xinggang Wang Xinlong Wang ELM ALM 137 142 0 26 Oct 2023
Judging LLM-as-a-Judge with MT-Bench and Chatbot Arena Lianmin Zheng Wei-Lin Chiang Ying Sheng Siyuan Zhuang Zhanghao Wu ... Dacheng Li Eric Xing Haotong Zhang Joseph E. Gonzalez Ion Stoica ALM OSLM ELM 450 4,444 0 09 Jun 2023
Direct Preference Optimization: Your Language Model is Secretly a Reward Model Rafael Rafailov Archit Sharma E. Mitchell Stefano Ermon Christopher D. Manning Chelsea Finn ALM 389 4,163 0 29 May 2023
GPT-4 Technical Report OpenAI OpenAI OpenAI Josh Achiam Steven Adler Sandhini Agarwal Lama Ahmad ... Shengjia Zhao Tianhao Zheng Juntang Zhuang William Zhuk Barret Zoph LLMAG MLLM 1.5K 14,761 0 15 Mar 2023
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 888 13,207 0 04 Mar 2022
Proximal Policy Optimization Algorithms John Schulman Filip Wolski Prafulla Dhariwal Alec Radford Oleg Klimov OffRL 565 19,296 0 20 Jul 2017