Title
Chain-of-Thought Tokens are Computer Program Variables Fangwei Zhu Peiyi Wang Zhifang Sui LRM 37 0 0 08 May 2025
Beyond Theorem Proving: Formulation, Framework and Benchmark for Formal Problem-Solving Qi Liu Xinhao Zheng Renqiu Xia Xingzhi Qi Qinxiang Cao Junchi Yan AIMat 45 0 0 07 May 2025
Knowledge Augmented Complex Problem Solving with Large Language Models: A Survey Da Zheng Lun Du Junwei Su Yuchen Tian Yuqi Zhu Jintian Zhang Lanning Wei Ningyu Zhang H. Chen LRM 52 0 0 06 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 67 1 0 05 May 2025
HyperTree Planning: Enhancing LLM Reasoning via Hierarchical Thinking Runquan Gui Z. Wang J. Wang Chi Ma Huiling Zhen M. Yuan Jianye Hao Defu Lian Enhong Chen Feng Wu LRM 51 0 0 05 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 59 0 0 05 May 2025
Enhancing LLMs' Clinical Reasoning with Real-World Data from a Nationwide Sepsis Registry J. Kim Chaeeun Shim Sungjin Park Su Yeon Lee Gee Young Suh ... Yong Soo Kim Hee-Joon Bae Sung Yoon Lim Han-Gil Jeong Edward Choi LRM 32 0 0 05 May 2025
Accelerating Large Language Model Reasoning via Speculative Search Zhihai Wang Jie Wang Jilai Pan Xilin Xia Huiling Zhen M. Yuan Jianye Hao Feng Wu ReLM LRM 57 0 0 03 May 2025
Sentient Agent as a Judge: Evaluating Higher-Order Social Cognition in Large Language Models Bang Zhang Ruotian Ma Qingxuan Jiang Peisong Wang Jiaqi Chen ... Fanghua Ye Jian Li Yifan Yang Zhaopeng Tu Xiaolong Li LLMAG ELM ALM 97 25 1 01 May 2025
Accurate and Diverse LLM Mathematical Reasoning via Automated PRM-Guided GFlowNets Adam Younsi Abdalgader Abubaker M. Seddik Hakim Hacid Salem Lahlou LRM 54 0 0 28 Apr 2025
Toward Generalizable Evaluation in the LLM Era: A Survey Beyond Benchmarks Yixin Cao Shibo Hong X. Li Jiahao Ying Yubo Ma ... Juanzi Li Aixin Sun Xuanjing Huang Tat-Seng Chua Yu Jiang ALM ELM 84 0 0 26 Apr 2025
TTRL: Test-Time Reinforcement Learning Yuxin Zuo Kaiyan Zhang Shang Qu Li Sheng Xuekai Zhu Biqing Qi Youbang Sun Ganqu Cui Ning Ding Bowen Zhou OffRL 41 1 0 22 Apr 2025
InternVL3: Exploring Advanced Training and Test-Time Recipes for Open-Source Multimodal Models Jinguo Zhu Weiyun Wang Zhe Chen Z. Liu Shenglong Ye ... D. Lin Yu Qiao Jifeng Dai Wenhai Wang W. Wang MLLM VLM 66 7 1 14 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 9 0 03 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 91 28 0 24 Mar 2025
Towards Hierarchical Multi-Step Reward Models for Enhanced Reasoning in Large Language Models Teng Wang Zhangyi Jiang Zhenqi He Wenhan Yang Yanan Zheng Zeyu Li Zifan He Shenyang Tong Hailei Gong LRM 90 1 0 16 Mar 2025
Process-Supervised LLM Recommenders via Flow-guided Tuning Chongming Gao Mengyao Gao Chenxiao Fan Shuai Yuan Wentao Shi Xiangnan He 74 2 0 10 Mar 2025
Can Atomic Step Decomposition Enhance the Self-structured Reasoning of Multimodal Large Models? Kun Xiang Zhili Liu Zihao Jiang Yunshuang Nie Kaixin Cai ... Yu-Jie Yuan J. Han Lanqing Hong Hang Xu Xiaodan Liang ReLM LRM 51 6 0 08 Mar 2025
EuroBERT: Scaling Multilingual Encoders for European Languages Nicolas Boizard Hippolyte Gisserot-Boukhlef Duarte M. Alves André F. T. Martins Ayoub Hammal ... Maxime Peyrard Nuno M. Guerreiro Patrick Fernandes Ricardo Rei Pierre Colombo 55 1 0 07 Mar 2025
Better Process Supervision with Bi-directional Rewarding Signals Wenxiang Chen Wei He Zhiheng Xi Honglin Guo Boyang Hong ... Nijun Li Tao Gui Yun Li Qi Zhang Xuanjing Huang LRM 48 2 0 06 Mar 2025
RLTHF: Targeted Human Feedback for LLM Alignment Yifei Xu Tusher Chakraborty Emre Kıcıman Bibek Aryal Eduardo Rodrigues ... Rafael Padilha Leonardo Nunes Shobana Balakrishnan Songwu Lu Ranveer Chandra 98 1 0 24 Feb 2025
DISC: Dynamic Decomposition Improves LLM Inference Scaling Jonathan Light Wei Cheng Wu Yue Masafumi Oyamada Mengdi Wang Santiago Paternain Haifeng Chen ReLM LRM 56 1 0 23 Feb 2025
A Survey on Feedback-based Multi-step Reasoning for Large Language Models on Mathematics Ting-Ruen Wei Haowei Liu Xuyang Wu Yi Fang LRM AI4CE ReLM KELM 113 1 0 21 Feb 2025
Preference Optimization for Reasoning with Pseudo Feedback Fangkai Jiao Geyang Guo Xingxing Zhang Nancy F. Chen Shafiq R. Joty Furu Wei LRM 99 9 0 17 Feb 2025
AURORA:Automated Training Framework of Universal Process Reward Models via Ensemble Prompting and Reverse Verification Xiaoyu Tan Tianchu Yao C. Qu Bin Li Minghao Yang ... Haozhe Wang Xihe Qiu Wei Chu Yinghui Xu Yuan Qi OffRL LRM 44 2 0 17 Feb 2025
video-SALMONN-o1: Reasoning-enhanced Audio-visual Large Language Model Guangzhi Sun Yudong Yang Jimin Zhuang Changli Tang Y. Li W. Li Z. Ma Chao Zhang LRM MLLM VLM 64 2 0 17 Feb 2025
ReasonFlux: Hierarchical LLM Reasoning via Scaling Thought Templates L. Yang Zhaochen Yu Bin Cui Mengdi Wang ReLM LRM AI4CE 94 10 0 10 Feb 2025
Optimizing Temperature for Language Models with Multi-Sample Inference Weihua Du Yiming Yang Sean Welleck 54 2 0 07 Feb 2025
Leveraging Reasoning with Guidelines to Elicit and Utilize Knowledge for Enhancing Safety Alignment Haoyu Wang Zeyu Qin Li Shen Xueqian Wang Minhao Cheng Dacheng Tao 86 1 0 06 Feb 2025
Policy Guided Tree Search for Enhanced LLM Reasoning Yang Li LRM 51 0 0 04 Feb 2025
Boosting Multimodal Reasoning with MCTS-Automated Structured Thinking Jinyang Wu Mingkuan Feng Shuai Zhang Ruihan Jin Feihu Che Zengqi Wen J. Tao LRM 65 8 0 04 Feb 2025
A Probabilistic Inference Approach to Inference-Time Scaling of LLMs using Particle-Based Monte Carlo Methods Isha Puri Shivchander Sudalairaj Guangxuan Xu Kai Xu Akash Srivastava LRM 74 3 0 03 Feb 2025
Domaino1s: Guiding LLM Reasoning for Explainable Answers in High-Stakes Domains Xu Chu Zhijie Tan Hanlin Xue Guanyu Wang Tong Mo Weiping Li ELM LRM 53 1 0 24 Jan 2025
MONA: Myopic Optimization with Non-myopic Approval Can Mitigate Multi-step Reward Hacking Sebastian Farquhar Vikrant Varma David Lindner David Elson Caleb Biddulph Ian Goodfellow Rohin Shah 79 1 0 22 Jan 2025
Advancing Language Model Reasoning through Reinforcement Learning and Inference Scaling Zhenyu Hou Xin Lv Rui Lu J. Zhang Y. Li Zijun Yao Juanzi Li J. Tang Yuxiao Dong OffRL LRM ReLM 49 20 0 20 Jan 2025
URSA: Understanding and Verifying Chain-of-thought Reasoning in Multimodal Mathematics Ruilin Luo Zhuofan Zheng Yifan Wang Yiyao Yu Xinzhe Ni Zicheng Lin Jin Zeng Yujiu Yang LRM 63 12 0 08 Jan 2025
PRMBench: A Fine-grained and Challenging Benchmark for Process-Level Reward Models Mingyang Song Zhaochen Su Xiaoye Qu Jiawei Zhou Yu-Xi Cheng LRM 45 29 0 06 Jan 2025
BoostStep: Boosting mathematical capability of Large Language Models via improved single-step reasoning Beichen Zhang Yuhong Liu Xiaoyi Dong Yuhang Zang Pan Zhang Haodong Duan Yuhang Cao D. Lin J. T. Wang LRM ReLM 53 2 0 06 Jan 2025
Large Language Monkeys: Scaling Inference Compute with Repeated Sampling Bradley Brown Jordan Juravsky Ryan Ehrlich Ronald Clark Quoc V. Le Christopher Ré Azalia Mirhoseini ALM LRM 76 207 0 03 Jan 2025
Enhancing Reasoning through Process Supervision with Monte Carlo Tree Search Shuangtao Li Shuaihao Dong Kexin Luan Xinhan Di Chaofan Ding LRM 41 1 0 02 Jan 2025
B-STaR: Monitoring and Balancing Exploration and Exploitation in Self-Taught Reasoners Weihao Zeng Yuzhen Huang Lulu Zhao Yijun Wang Zifei Shan Junxian He LRM 28 7 0 23 Dec 2024
BPP-Search: Enhancing Tree of Thought Reasoning for Mathematical Modeling Problem Solving Teng Wang Wing-Yin Yu Zhenqi He Zehua Liu Xiongwei Han ... Han Wu Wei Shi Ruifeng She Fangzhou Zhu Tao Zhong AIMat OffRL LRM 73 3 0 26 Nov 2024
Process Reward Model with Q-Value Rankings W. Li Yixuan Li LRM 43 14 0 15 Oct 2024
Automatic Curriculum Expert Iteration for Reliable LLM Reasoning Zirui Zhao Hanze Dong Amrita Saha Caiming Xiong Doyen Sahoo LRM 27 3 0 10 Oct 2024
Subtle Errors Matter: Preference Learning via Error-injected Self-editing Kaishuai Xu Tiezheng YU Wenjun Hou Yi Cheng Chak Tou Leong Liangyou Li Xin Jiang Lifeng Shang Qun Liu Wenjie Li LRM 62 0 0 09 Oct 2024
ReGenesis: LLMs can Grow into Reasoning Generalists via Self-Improvement Xiangyu Peng Congying Xia Xinyi Yang Caiming Xiong Chien-Sheng Wu Chen Xing LRM 38 2 0 03 Oct 2024
ARES: Alternating Reinforcement Learning and Supervised Fine-Tuning for Enhanced Multi-Modal Chain-of-Thought Reasoning Through Diverse AI Feedback Ju-Seung Byun Jiyun Chun Jihyung Kil Andrew Perrault ReLM LRM 27 1 0 25 Jun 2024
MiLoRA: Harnessing Minor Singular Components for Parameter-Efficient LLM Finetuning Hanqing Wang Zeguan Xiao Shuo Wang Guanhua Chen Guanhua Chen 30 19 0 13 Jun 2024
Advancing Tool-Augmented Large Language Models: Integrating Insights from Errors in Inference Trees Sijia Chen Yibo Wang Yi-Feng Wu Qing-Guo Chen Zhao Xu Weihua Luo Kaifu Zhang Lijun Zhang LLMAG LRM 48 10 0 11 Jun 2024
A Survey on Large Language Model-Based Game Agents Sihao Hu Tiansheng Huang Gaowen Liu Ramana Rao Kompella Gaowen Liu Selim Furkan Tekin Yichang Xu Zachary Yahn Ling Liu LLMAG LM&Ro AI4CE LM&MA 66 49 0 02 Apr 2024