Title
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
Soft Best-of-n Sampling for Model Alignment C. M. Verdun Alex Oesterling Himabindu Lakkaraju Flavio du Pin Calmon BDL 97 0 0 06 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 54 0 0 06 May 2025
A Survey on Progress in LLM Alignment from the Perspective of Reward Design Miaomiao Ji Yanqiu Wu Zhibin Wu Shoujin Wang Jian Yang Mark Dras Usman Naseem 39 0 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
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 100 0 0 05 May 2025
R-Bench: Graduate-level Multi-disciplinary Benchmarks for LLM & MLLM Complex Reasoning Evaluation Meng-Hao Guo Jiajun Xu Yi Zhang Jiaxi Song Haoyang Peng ... Yongming Rao Houwen Peng Han Hu Gordon Wetzstein Shi-Min Hu ELM LRM 57 0 0 04 May 2025
Always Tell Me The Odds: Fine-grained Conditional Probability Estimation Liaoyaqi Wang Zhengping Jiang Anqi Liu Benjamin Van Durme 57 0 0 02 May 2025
SymPlanner: Deliberate Planning in Language Models with Symbolic Representation Siheng Xiong Jieyu Zhou Zhangding Liu Yusen Su LLMAG LM&Ro 96 0 0 02 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 102 25 1 01 May 2025
BiasGuard: A Reasoning-enhanced Bias Detection Tool For Large Language Models Zhiting Fan Ruizhe Chen Zuozhu Liu 44 0 0 30 Apr 2025
COSMOS: Predictable and Cost-Effective Adaptation of LLMs Jiayu Wang Aws Albarghouthi Frederic Sala 47 0 0 30 Apr 2025
Search-Based Interaction For Conversation Recommendation via Generative Reward Model Based Simulated User X. Wang Chunxuan Xia Junyi Li Fanzhe Meng Lei Huang Jinpeng Wang Wayne Xin Zhao Ji-Rong Wen 60 0 0 29 Apr 2025
Reinforcement Learning for Reasoning in Large Language Models with One Training Example Yiping Wang Qing Yang Zhiyuan Zeng Liliang Ren L. Liu ... Jianfeng Gao Weizhu Chen S. Wang Simon S. Du Yelong Shen OffRL ReLM LRM 113 2 0 29 Apr 2025
Beyond the Last Answer: Your Reasoning Trace Uncovers More than You Think Hasan Hammoud Hani Itani Bernard Ghanem ReLM LRM 71 1 0 29 Apr 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
SPC: Evolving Self-Play Critic via Adversarial Games for LLM Reasoning Jiaqi Chen Bang Zhang Ruotian Ma Peisong Wang Xiaodan Liang Zhaopeng Tu X. Li Kwan-Yee Kenneth Wong LLMAG ReLM LRM 82 0 0 27 Apr 2025
RAGEN: Understanding Self-Evolution in LLM Agents via Multi-Turn Reinforcement Learning Z. Wang K. Wang Q. Wang Pingyue Zhang Linjie Li ... Jiajun Wu L. Fei-Fei Lijuan Wang Yejin Choi Manling Li 79 1 0 24 Apr 2025
PARD: Accelerating LLM Inference with Low-Cost PARallel Draft Model Adaptation Zihao An Huajun Bai Z. Liu Dong Li E. Barsoum 54 0 0 23 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 80 1 0 22 Apr 2025
Synergizing RAG and Reasoning: A Systematic Review Yunfan Gao Yun Xiong Yijie Zhong Yuxi Bi Ming Xue H. Wang LRM AI4CE 63 1 0 22 Apr 2025
Evaluating Judges as Evaluators: The JETTS Benchmark of LLM-as-Judges as Test-Time Scaling Evaluators Yilun Zhou Austin Xu Peifeng Wang Caiming Xiong Shafiq R. Joty ELM ALM LRM 45 2 0 21 Apr 2025
Syntactic and Semantic Control of Large Language Models via Sequential Monte Carlo João Loula Benjamin LeBrun Li Du Ben Lipkin Clemente Pasti ... Ryan Cotterel Vikash K. Mansinghka Alexander K. Lew Tim Vieira Timothy J. O'Donnell 32 1 0 17 Apr 2025
Teaching Large Language Models to Reason through Learning and Forgetting Tianwei Ni Allen Nie Sapana Chaudhary Yao Liu Huzefa Rangwala Rasool Fakoor ReLM CLL LRM 83 0 0 15 Apr 2025
Weight Ensembling Improves Reasoning in Language Models Xingyu Dang Christina Baek Kaiyue Wen Zico Kolter Aditi Raghunathan MoMe LRM 60 1 0 14 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
PathVLM-R1: A Reinforcement Learning-Driven Reasoning Model for Pathology Visual-Language Tasks J. Wu Hao Yang Xinhua Zeng Guibing He Z. Chen Z. Li X. Zhang Yangyang Ma Run Fang Yang Liu LRM 85 0 0 12 Apr 2025
VL-Rethinker: Incentivizing Self-Reflection of Vision-Language Models with Reinforcement Learning Haozhe Wang C. Qu Zuming Huang Wei Chu Fangzhen Lin Wenhu Chen OffRL ReLM SyDa LRM VLM 72 1 0 10 Apr 2025
Toward Holistic Evaluation of Recommender Systems Powered by Generative Models Yashar Deldjoo Nikhil Mehta M. Sathiamoorthy Shuai Zhang Pablo Castells Julian McAuley EGVM ELM 64 1 0 09 Apr 2025
Quantization Hurts Reasoning? An Empirical Study on Quantized Reasoning Models Ruikang Liu Yuxuan Sun Manyi Zhang Haoli Bai Xianzhi Yu Tiezheng Yu C. Yuan Lu Hou MQ LRM 31 5 0 07 Apr 2025
SEAL: Steerable Reasoning Calibration of Large Language Models for Free Runjin Chen Zhenyu (Allen) Zhang Junyuan Hong Souvik Kundu Zhangyang Wang OffRL LRM 47 2 0 07 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
ToM-RL: Reinforcement Learning Unlocks Theory of Mind in Small LLMs Yi-Long Lu Chunhui Zhang Jiajun Song Lifeng Fan Wei Wang OffRL 46 0 0 02 Apr 2025
Do We Truly Need So Many Samples? Multi-LLM Repeated Sampling Efficiently Scales Test-Time Compute Jianhao Chen Zishuo Xun Bocheng Zhou Han Qi Qiaosheng Zhang ... Wei Hu Yuzhong Qu W. Ouyang Wanli Ouyang Shuyue Hu 74 0 0 01 Apr 2025
Improved Visual-Spatial Reasoning via R1-Zero-Like Training Zhenyi Liao Qingsong Xie Yanhao Zhang Zijian Kong Haonan Lu Zhenyu Yang Zhijie Deng ReLM VLM LRM 101 0 1 01 Apr 2025
Landscape of Thoughts: Visualizing the Reasoning Process of Large Language Models Zhanke Zhou Zhaocheng Zhu Xuan Li Mikhail Galkin Xiao Feng Sanmi Koyejo Jian Tang Bo Han LRM 56 0 0 28 Mar 2025
Entropy-guided sequence weighting for efficient exploration in RL-based LLM fine-tuning Abdullah Vanlioglu 46 0 0 28 Mar 2025
Think Before Recommend: Unleashing the Latent Reasoning Power for Sequential Recommendation Jiakai Tang Sunhao Dai Teng Shi Jun Xu X. Chen Wen Chen Wu Jian Yuning Jiang LRM 63 5 0 28 Mar 2025
ThinkEdit: Interpretable Weight Editing to Mitigate Overly Short Thinking in Reasoning Models Chung-En Sun Ge Yan Tsui-Wei Weng KELM LRM 60 0 0 27 Mar 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 31 0 24 Mar 2025
A Survey on Personalized Alignment -- The Missing Piece for Large Language Models in Real-World Applications Jian-Yu Guan J. Wu J. Li Chuanqi Cheng Wei Yu Wu LM&MA 69 0 0 21 Mar 2025
Stop Overthinking: A Survey on Efficient Reasoning for Large Language Models Yang Sui Yu-Neng Chuang Guanchu Wang Jiamu Zhang Tianyi Zhang ... Hongyi Liu Andrew Wen Shaochen Zhong Hanjie Chen OffRL ReLM LRM 74 21 0 20 Mar 2025
Tapered Off-Policy REINFORCE: Stable and efficient reinforcement learning for LLMs Nicolas Le Roux Marc G. Bellemare Jonathan Lebensold Arnaud Bergeron Joshua Greaves Alex Fréchette Carolyne Pelletier Eric Thibodeau-Laufer Sándor Toth Sam Work OffRL 89 2 0 18 Mar 2025
Enhancing LLM Reasoning with Iterative DPO: A Comprehensive Empirical Investigation Songjun Tu Jiahao Lin Xiangyu Tian Qichao Zhang Linjing Li ... Nan Xu Wei He Xiangyuan Lan D. Jiang Dongbin Zhao LRM 44 2 0 17 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
ReMA: Learning to Meta-think for LLMs with Multi-Agent Reinforcement Learning Ziyu Wan Yunxiang Li Y. Song Hanjing Wang Linyi Yang Mark W. Schmidt J. Wang Weinan Zhang Shuyue Hu Ying Wen LLMAG KELM LRM AI4CE 84 6 0 12 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
InftyThink: Breaking the Length Limits of Long-Context Reasoning in Large Language Models Yuchen Yan Yongliang Shen Y. Liu Jin Jiang M. Zhang Jian Shao Yueting Zhuang LRM ReLM 53 3 0 09 Mar 2025
Vision-R1: Incentivizing Reasoning Capability in Multimodal Large Language Models Wenxuan Huang Bohan Jia Zijie Zhai Shaosheng Cao Zheyu Ye Fei Zhao Zhe Xu Yao Hu Shaohui Lin MU OffRL LRM MLLM ReLM VLM 55 37 0 09 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