Title
HelpSteer3-Preference: Open Human-Annotated Preference Data across Diverse Tasks and Languages Zihan Wang Jiaqi Zeng Olivier Delalleau Hoo-Chang Shin Felipe Soares Alexander Bukharin Ellie Evans Yi Dong Oleksii Kuchaiev 22 0 0 16 May 2025
J1: Incentivizing Thinking in LLM-as-a-Judge via Reinforcement Learning Chenxi Whitehouse Tianlu Wang Ping Yu Xian Li Jason Weston Ilia Kulikov Swarnadeep Saha ALM ELM LRM 19 0 0 15 May 2025
RM-R1: Reward Modeling as Reasoning Xiusi Chen Gaotang Li Zehua Wang Bowen Jin Cheng Qian ... Y. Zhang D. Zhang Tong Zhang Hanghang Tong Heng Ji ReLM OffRL LRM 183 1 0 05 May 2025
Sailing AI by the Stars: A Survey of Learning from Rewards in Post-Training and Test-Time Scaling of Large Language Models Xiaobao Wu LRM 72 1 0 05 May 2025
R1-Reward: Training Multimodal Reward Model Through Stable Reinforcement Learning Yi-Fan Zhang Xingyu Lu X. Hu Chaoyou Fu Bin Wen ... Jianfei Chen Fan Yang Z. Zhang Tingting Gao Liang Wang OffRL LRM 43 0 0 05 May 2025
SPC: Evolving Self-Play Critic via Adversarial Games for LLM Reasoning Jiaqi Chen Bang Zhang Ruotian Ma Peisong Wang Xiaodan Liang Zhaopeng Tu Xuzhao Li Kwan-Yee K. Wong LLMAG ReLM LRM 91 0 0 27 Apr 2025
Heimdall: test-time scaling on the generative verification Wenlei Shi Xing Jin LRM 31 1 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 45 2 0 12 Apr 2025
Inference-Time Scaling for Generalist Reward Modeling Zijun Liu P. Wang Ran Xu Shirong Ma Chong Ruan Peng Li Yang Liu Y. Wu OffRL LRM 46 13 0 03 Apr 2025
Probabilistic Uncertain Reward Model Wangtao Sun Xiang Cheng Xing Yu Haotian Xu Zhao Yang Shizhu He Jun Zhao Kang Liu 60 0 0 28 Mar 2025
A Survey of Efficient Reasoning for Large Reasoning Models: Language, Multimodality, and Beyond Xiaoye Qu Yafu Li Zhaochen Su Weigao Sun Jianhao Yan ... Chaochao Lu Yue Zhang Xian-Sheng Hua Bowen Zhou Yu Cheng ReLM OffRL LRM 91 16 0 27 Mar 2025
Agentic Reward Modeling: Integrating Human Preferences with Verifiable Correctness Signals for Reliable Reward Systems Hao Peng Y. Qi Xiaozhi Wang Zijun Yao Bin Xu Lei Hou Juanzi Li ALM LRM 62 4 0 26 Feb 2025
Do NOT Think That Much for 2+3=? On the Overthinking of o1-Like LLMs Xingyu Chen Jiahao Xu Tian Liang Zhiwei He Jianhui Pang ... Zhenru Zhang Rui Wang Zhaopeng Tu Haitao Mi Dong Yu LRM ReLM 58 101 0 30 Dec 2024
In Context Learning and Reasoning for Symbolic Regression with Large Language Models Samiha Sharlin Tyler R. Josephson ReLM LLMAG LRM 47 1 0 22 Oct 2024