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OVM, Outcome-supervised Value Models for Planning in Mathematical Reasoning

16 November 2023

Papers citing "OVM, Outcome-supervised Value Models for Planning in Mathematical Reasoning"

21 / 21 papers shown

Title
Enhancing Large Language Model Reasoning with Reward Models: An Analytical Survey Qiyuan Liu Hao Xu Xuhong Chen Wei Chen Yee Whye Teh Ning Miao ReLM LRM AI4CE 42 0 0 02 Oct 2025
THOR: Tool-Integrated Hierarchical Optimization via RL for Mathematical Reasoning Qikai Chang Zhenrong Zhang Pengfei Hu Jiefeng Ma Yicheng Pan Jianshu Zhang Jun Du Quan Liu J. Gao OffRL LRM 9 0 0 17 Sep 2025
Trust but Verify! A Survey on Verification Design for Test-time Scaling Venktesh V Mandeep Rathee Avishek Anand LRM 52 1 0 20 Aug 2025
Can Large Models Teach Student Models to Solve Mathematical Problems Like Human Beings? A Reasoning Distillation Method via Multi-LoRA InteractionInternational Joint Conference on Artificial Intelligence (IJCAI), 2021 Xinhe Li Jiajun Liu Peng Wang LRM 24 1 0 18 Aug 2025
Cooper: Co-Optimizing Policy and Reward Models in Reinforcement Learning for Large Language Models Haitao Hong Yuchen Yan Xingyu Wu Guiyang Hou Wenqi Zhang Weiming Lu Yongliang Shen Jun Xiao LRM 37 1 0 07 Aug 2025
AgentTTS: Large Language Model Agent for Test-time Compute-optimal Scaling Strategy in Complex Tasks Fali Wang Hui Liu Zhenwei Dai Jingying Zeng Zhiwei Zhang ... Chen Luo Zhen Li Xianfeng Tang Qi He Suhang Wang LLMAG 55 1 0 26 Jul 2025
SPARE: Single-Pass Annotation with Reference-Guided Evaluation for Automatic Process Supervision and Reward Modelling Md Imbesat Hassan Rizvi Xiaodan Zhu Iryna Gurevych LRM 118 1 0 18 Jun 2025
FreePRM: Training Process Reward Models Without Ground Truth Process Labels Lin Sun C. Liu Xiaofeng Ma Tao Yang Weijia Lu Ning Wu 121 2 0 04 Jun 2025
Single LLM, Multiple Roles: A Unified Retrieval-Augmented Generation Framework Using Role-Specific Token Optimization Yutao Zhu Jiajie Jin Hongjin Qian Zheng Liu Ji-Rong Wen Ji-Rong Wen 182 1 0 21 May 2025
Stepwise Guided Policy Optimization: Coloring your Incorrect Reasoning in GRPO Peter Chen Xiaopeng Li Zhiyu Li Xi Chen Tianyi Lin 161 1 0 16 May 2025
Syzygy of Thoughts: Improving LLM CoT with the Minimal Free Resolution Chenghao Li Chaoning Zhang Yi Lu Jing Zhang Qigan Sun X. Wang Jiwei Wei Guoqing Wang Yang Yang Jikang Cheng LRM 207 2 0 13 Apr 2025
Aurelia: Test-time Reasoning Distillation in Audio-Visual LLMs Sanjoy Chowdhury Hanan Gani Nishit Anand Sayan Nag Ruohan Gao Mohamed Elhoseiny Salman Khan Dinesh Manocha LRM 240 4 0 29 Mar 2025
Boosting Virtual Agent Learning and Reasoning: A Step-Wise, Multi-Dimensional, and Generalist Reward Model with Benchmark Bingchen Miao Y. Wu Minghe Gao Qifan Yu Wendong Bu Wenqiao Zhang Yunfei Li Siliang Tang Tat-Seng Chua Juncheng Billy Li LLMAG LRM 240 2 0 24 Mar 2025
Rewarding Graph Reasoning Process makes LLMs more Generalized Reasoners Miao Peng Nuo Chen Zongrui Suo Jia Li LRM 173 4 0 02 Mar 2025
video-SALMONN-o1: Reasoning-enhanced Audio-visual Large Language Model Guangzhi Sun Yudong Yang Jimin Zhuang Changli Tang Yongqian Li W. Li Tianhao Shen Chao Zhang LRM MLLM VLM 181 9 0 17 Feb 2025
Revisiting the Test-Time Scaling of o1-like Models: Do they Truly Possess Test-Time Scaling Capabilities? Zhiyuan Zeng Qinyuan Cheng Zhangyue Yin Yunhua Zhou Jiaqi Leng LRM 250 42 0 17 Feb 2025
JudgeBench: A Benchmark for Evaluating LLM-based Judges Sijun Tan Siyuan Zhuang Kyle Montgomery William Y. Tang Alejandro Cuadron Chenguang Wang Raluca A. Popa Ion Stoica ELM ALM 251 90 0 16 Oct 2024
Improving LLM Reasoning through Scaling Inference Computation with Collaborative Verification Zhenwen Liang Ye Liu Tong Niu Xiangliang Zhang Yingbo Zhou Semih Yavuz LRM 114 31 0 05 Oct 2024
CodePMP: Scalable Preference Model Pretraining for Large Language Model Reasoning Huimu Yu Xing Wu Weidong Yin Debing Zhang Songlin Hu LRM 171 7 0 03 Oct 2024
Training Large Language Models for Reasoning through Reverse Curriculum Reinforcement Learning Zhiheng Xi Wenxiang Chen Boyang Hong Senjie Jin Rui Zheng ... Xinbo Zhang Yang Liu Tao Gui Tao Gui Xuanjing Huang LRM 102 39 0 08 Feb 2024
WizardMath: Empowering Mathematical Reasoning for Large Language Models via Reinforced Evol-Instruct Haipeng Luo Qingfeng Sun Can Xu Lu Wang Jian-Guang Lou ... Xiubo Geng Qingwei Lin Shifeng Chen Yansong Tang Dongmei Zhang LRM OSLM 453 541 0 18 Aug 2023