Pitfalls of Rule- and Model-based Verifiers -- A Case Study on Mathematical Reasoning

28 May 2025

Papers citing "Pitfalls of Rule- and Model-based Verifiers -- A Case Study on Mathematical Reasoning"

7 / 7 papers shown

Title
General-Reasoner: Advancing LLM Reasoning Across All Domains Xueguang Ma Qian Liu Dongfu Jiang Ge Zhang Zejun Ma Wenhu Chen AI4CE LRM 37 4 0 20 May 2025
RAGEN: Understanding Self-Evolution in LLM Agents via Multi-Turn Reinforcement Learning Zihan Wang Kaidi Wang Q. Wang Pingyue Zhang Linjie Li ... Jiajun Wu L. Fei-Fei Lijuan Wang Yejin Choi Manling Li 109 20 0 24 Apr 2025
xVerify: Efficient Answer Verifier for Reasoning Model Evaluations Ding Chen Qingchen Yu P. Wang Wentao Zhang Simin Niu Feiyu Xiong Xiaochen Li Minchuan Yang Zhiyu Li ALM LRM 82 4 0 14 Apr 2025
SimpleRL-Zoo: Investigating and Taming Zero Reinforcement Learning for Open Base Models in the Wild Weihao Zeng Yuzhen Huang Qian Liu Wei Liu Keqing He Zejun Ma Junxian He OffRL ReLM LRM 105 85 0 24 Mar 2025
DAPO: An Open-Source LLM Reinforcement Learning System at Scale Qiying Yu Zheng Zhang Ruofei Zhu Yufeng Yuan Xiaochen Zuo ... Ya Zhang Lin Yan Mu Qiao Yonghui Wu Mingxuan Wang OffRL LRM 88 131 0 18 Mar 2025
Monitoring Reasoning Models for Misbehavior and the Risks of Promoting Obfuscation Bowen Baker Joost Huizinga Leo Gao Zehao Dou M. Guan Aleksander Mądry Wojciech Zaremba J. Pachocki David Farhi LRM 99 24 0 14 Mar 2025
Kimi k1.5: Scaling Reinforcement Learning with LLMs Kimi Team Angang Du Bofei Gao Bowei Xing Changjiu Jiang ... Zihao Huang Ziyao Xu Zhiyong Yang Zonghan Yang Zongyu Lin OffRL ALM AI4TS VLM LRM 133 231 0 22 Jan 2025