Title
EvoLM: In Search of Lost Language Model Training Dynamics Zhenting Qi Fan Nie Alexandre Alahi James Zou Himabindu Lakkaraju Yilun Du Eric P. Xing Sham Kakade Hanlin Zhang 23 1 0 19 Jun 2025
Language Models can perform Single-Utterance Self-Correction of Perturbed Reasoning Sam Silver Jimin Sun Ivan Zhang Sara Hooker Eddie Kim KELM ReLM LRM 20 0 0 18 Jun 2025
Dual-Stage Value-Guided Inference with Margin-Based Reward Adjustment for Fast and Faithful VLM Captioning Ankan Deria Adinath Madhavrao Dukre Feilong Tang Sara Atito Sudipta Roy Muhammad Awais Muhammad Haris Khan Imran Razzak VLM 40 0 0 18 Jun 2025
Spurious Rewards: Rethinking Training Signals in RLVR Rulin Shao Shuyue Stella Li Rui Xin Scott Geng Yiping Wang ... Ranjay Krishna Yulia Tsvetkov Hannaneh Hajishirzi Pang Wei Koh Luke Zettlemoyer OffRL ReLM LRM 127 11 0 12 Jun 2025
Learning a Continue-Thinking Token for Enhanced Test-Time Scaling Liran Ringel Elad Tolochinsky Yaniv Romano LRM 13 0 0 12 Jun 2025
CoRT: Code-integrated Reasoning within Thinking Chengpeng Li Zhengyang Tang Ziniu Li Mingfeng Xue Keqin Bao ... Ruoyu Sun Benyou Wang Xiang Wang Junyang Lin Dayiheng Liu LLMAG OffRL ReLM LRM 66 0 0 11 Jun 2025
Mitigating Spurious Correlations in LLMs via Causality-Aware Post-Training Shurui Gui Shuiwang Ji LRM 63 0 0 11 Jun 2025
Can A Gamer Train A Mathematical Reasoning Model? Andrew Shin ReLM LRM 34 0 0 10 Jun 2025
Learning to Reason Across Parallel Samples for LLM Reasoning Jianing Qi Xi Ye Hao Tang Zhigang Zhu Eunsol Choi ReLM LRM 17 0 0 10 Jun 2025
AbstentionBench: Reasoning LLMs Fail on Unanswerable Questions Polina Kirichenko Mark Ibrahim Kamalika Chaudhuri Samuel J. Bell LRM 21 0 0 10 Jun 2025
Learning What Reinforcement Learning Can't: Interleaved Online Fine-Tuning for Hardest Questions Lu Ma Hao Liang Meiyi Qiang Lexiang Tang Xiaochen Ma ... Junbo Niu Chengyu Shen Runming He Bin Cui Wentao Zhang ReLM OffRL LRM 20 0 0 09 Jun 2025
Mathesis: Towards Formal Theorem Proving from Natural Languages Yu Xuejun Jianyuan Zhong Zijin Feng Pengyi Zhai Roozbeh Yousefzadeh ... Dongcai Lu Jiacheng Sun Q. Xu Shen Xin Zhenguo Li AIMat OffRL LRM 18 0 0 08 Jun 2025
Boosting LLM Reasoning via Spontaneous Self-Correction Xutong Zhao Tengyu Xu Xuewei Wang Zhengxing Chen Di Jin ... Yun He Sinong Wang Han Fang Sarath Chandar Chen Zhu ReLM LRM KELM 15 0 0 07 Jun 2025
Vision-EKIPL: External Knowledge-Infused Policy Learning for Visual Reasoning Chaoyang Wang Zeyu Zhang Haiyun Jiang OffRL LRM 23 0 0 07 Jun 2025
EPiC: Towards Lossless Speedup for Reasoning Training through Edge-Preserving CoT Condensation Jinghan Jia Hadi Reisizadeh Chongyu Fan Nathalie Baracaldo Mingyi Hong Sijia Liu LRM 131 0 0 04 Jun 2025
Progressive Mastery: Customized Curriculum Learning with Guided Prompting for Mathematical Reasoning Muling Wu Qi Qian Wenhao Liu Xiaohua Wang Z. Huang ... Zhibo Xu Lina Chen Tianlong Li Xiaoqing Zheng Xuanjing Huang LRM 92 0 0 04 Jun 2025
FreePRM: Training Process Reward Models Without Ground Truth Process Labels Lin Sun C. Liu Xiaofeng Ma Tao Yang Weijia Lu Ning Wu 61 0 0 04 Jun 2025
FinChain: A Symbolic Benchmark for Verifiable Chain-of-Thought Financial Reasoning Zhuohan Xie Dhruv Sahnan Debopriyo Banerjee Georgi Georgiev Rushil Thareja ... Ivan Koychev Tanmoy Chakraborty Salem Lahlou Veselin Stoyanov Preslav Nakov ReLM LRM 67 0 0 03 Jun 2025
BNPO: Beta Normalization Policy Optimization Changyi Xiao Mengdi Zhang Yixin Cao OffRL 56 0 0 03 Jun 2025
Incentivizing LLMs to Self-Verify Their Answers Fuxiang Zhang Jiacheng Xu Chaojie Wang Ce Cui Yang Liu Bo An ReLM LRM 54 0 0 02 Jun 2025
AMSbench: A Comprehensive Benchmark for Evaluating MLLM Capabilities in AMS Circuits Yichen Shi Ze Zhang Hongyang Wang Zhuofu Tao Zhongyi Li Bingyu Chen Yaxin Wang Zhiping Yu Ting-Jung Lin Lei He 21 0 0 30 May 2025
Towards Effective Code-Integrated Reasoning Fei Bai Yingqian Min Beichen Zhang Zhipeng Chen Wayne Xin Zhao Lei Fang Zheng Liu Zhongyuan Wang Ji-Rong Wen OffRL LRM 20 0 0 30 May 2025
AReaL: A Large-Scale Asynchronous Reinforcement Learning System for Language Reasoning Wei Fu Jiaxuan Gao Xujie Shen Chen Zhu Zhiyu Mei ... Jun Mei Jiashu Wang Tongkai Yang Binhang Yuan Yi Wu OffRL SyDa LRM 55 0 0 30 May 2025
Socratic-PRMBench: Benchmarking Process Reward Models with Systematic Reasoning Patterns Xiang Li Haiyang Yu Xinghua Zhang Ziyang Huang Shizhu He Kang Liu Jun Zhao Fei Huang Yongbin Li LRM 32 0 0 29 May 2025
Diversity-Aware Policy Optimization for Large Language Model Reasoning Jian Yao Ran Cheng Xingyu Wu Jibin Wu Kay Chen Tan LRM 97 0 0 29 May 2025
Probability-Consistent Preference Optimization for Enhanced LLM Reasoning Yunqiao Yang Houxing Ren Zimu Lu Ke Wang Weikang Shi A-Long Zhou Junting Pan Mingjie Zhan Hongsheng Li LRM 52 0 0 29 May 2025
Beyond Chemical QA: Evaluating LLM's Chemical Reasoning with Modular Chemical Operations Hao Li He Cao Bin Feng Yanjun Shao Xiangru Tang Zhiyuan Yan Li Yuan Yonghong Tian Yu-Feng Li LRM ELM 67 0 0 27 May 2025
Can Large Reasoning Models Self-Train? Sheikh Shafayat Fahim Tajwar Ruslan Salakhutdinov J. Schneider Andrea Zanette ReLM OffRL LRM 76 2 0 27 May 2025
REA-RL: Reflection-Aware Online Reinforcement Learning for Efficient Large Reasoning Models Hexuan Deng Wenxiang Jiao Xuebo Liu Jun Rao Min Zhang OffRL LRM 80 0 0 26 May 2025
Adaptive Deep Reasoning: Triggering Deep Thinking When Needed Yunhao Wang Yuhao Zhang T. Yu Can Xu Feng Zhang Fengzong Lian OffRL LRM 32 0 0 26 May 2025
Error Typing for Smarter Rewards: Improving Process Reward Models with Error-Aware Hierarchical Supervision Tej Deep Pala Panshul Sharma Amir Zadeh Chuan Li Soujanya Poria LRM 48 0 0 26 May 2025
GRE Suite: Geo-localization Inference via Fine-Tuned Vision-Language Models and Enhanced Reasoning Chains C. Wang Xiaoran Pan Zihao Pan Haofan Wang Yiren Song LRM 134 0 0 24 May 2025
ALPS: Attention Localization and Pruning Strategy for Efficient Alignment of Large Language Models Hao Chen Haoze Li Zhiqing Xiao Lirong Gao Qi Zhang Xiaomeng Hu Ningtao Wang Xing Fu Junbo Zhao 202 0 0 24 May 2025
From Mathematical Reasoning to Code: Generalization of Process Reward Models in Test-Time Scaling Zhengyu Chen Yudong Wang Teng Xiao Ruochen Zhou X. Yang Wei Wang Zhifang Sui Jingang Wang LRM 30 0 0 24 May 2025
G1: Teaching LLMs to Reason on Graphs with Reinforcement Learning Xiaojun Guo Ang Li Yifei Wang Stefanie Jegelka Yisen Wang OffRL ReLM LRM 99 0 0 24 May 2025
Steering LLM Reasoning Through Bias-Only Adaptation Viacheslav Sinii Alexey Gorbatovski Artem Cherepanov Boris Shaposhnikov Nikita Balagansky Daniil Gavrilov LLMSV LRM 23 0 0 24 May 2025
Bridging Supervised Learning and Reinforcement Learning in Math Reasoning Huayu Chen Kaiwen Zheng Qinsheng Zhang Ganqu Cui Yin Cui Haotian Ye Tsung-Yi Lin Ming-Yu Liu Jun Zhu Haoxiang Wang OffRL LRM 249 3 0 23 May 2025
Towards Revealing the Effectiveness of Small-Scale Fine-tuning in R1-style Reinforcement Learning Yutong Chen Jiandong Gao Ji Wu ALM 207 0 0 23 May 2025
QwenLong-L1: Towards Long-Context Large Reasoning Models with Reinforcement Learning Fanqi Wan Weizhou Shen Shengyi Liao Yingcheng Shi Chenliang Li Ziyi Yang Ji Zhang Fei Huang Jingren Zhou Ming Yan OffRL LLMAG ReLM LRM 108 0 0 23 May 2025
Dynamic Sampling that Adapts: Iterative DPO for Self-Aware Mathematical Reasoning Jun Rao Xuebo Liu Hexuan Deng Zepeng Lin Zixiong Yu Jiansheng Wei Xiaojun Meng Min Zhang LRM 213 0 0 22 May 2025
Distilling the Implicit Multi-Branch Structure in LLMs' Reasoning via Reinforcement Learning Shicheng Xu Liang Pang Yunchang Zhu Jia Gu Zihao Wei Jingcheng Deng Feiyang Pan Huawei Shen Xueqi Cheng OffRL LRM 104 0 0 22 May 2025
Select2Reason: Efficient Instruction-Tuning Data Selection for Long-CoT Reasoning Cehao Yang Xueyuan Lin Chengjin Xu Xuhui Jiang Xiaojun Wu Honghao Liu Hui Xiong Jian Guo LRM 98 0 0 22 May 2025
NovelSeek: When Agent Becomes the Scientist -- Building Closed-Loop System from Hypothesis to Verification NovelSeek Team Bo Zhang Shiyang Feng Xiangchao Yan Jiakang Yuan ... Zhongying Tu Xiangyu Yue W. Ouyang Bowen Zhou Lei Bai LLMAG 110 2 0 22 May 2025
Thought-Augmented Policy Optimization: Bridging External Guidance and Internal Capabilities Jinyang Wu Chonghua Liao Mingkuan Feng Shuai Zhang Zhengqi Wen Pengpeng Shao Huazhe Xu Jianhua Tao LRM OffRL 143 3 0 21 May 2025
VerifyBench: Benchmarking Reference-based Reward Systems for Large Language Models Yuchen Yan Jin Jiang Zhenbang Ren Yijun Li Xudong Cai ... Mengdi Zhang Jian Shao Yongliang Shen Jun Xiao Yueting Zhuang OffRL ALM LRM 130 0 0 21 May 2025
The Unreasonable Effectiveness of Entropy Minimization in LLM Reasoning Shivam Agarwal Zimin Zhang Lifan Yuan Jiawei Han Hao Peng 157 8 0 21 May 2025
SHARP: Synthesizing High-quality Aligned Reasoning Problems for Large Reasoning Models Reinforcement Learning Xiong Jun Wu Zhenduo Zhang ZuJie Wen Zhiqiang Zhang Wang Ren ... Xudong Han Chengfu Tang Dingnan Jin Qing Cui Jun Zhou LRM 215 1 0 20 May 2025
General-Reasoner: Advancing LLM Reasoning Across All Domains Xueguang Ma Qian Liu Dongfu Jiang Ge Zhang Zejun Ma Wenhu Chen AI4CE LRM 106 6 0 20 May 2025
Think Only When You Need with Large Hybrid-Reasoning Models Lingjie Jiang Xun Wu Shaohan Huang Qingxiu Dong Zewen Chi Li Dong Xingxing Zhang Tengchao Lv Lei Cui Furu Wei OffRL LRM 155 5 0 20 May 2025
InfiFPO: Implicit Model Fusion via Preference Optimization in Large Language Models Yanggan Gu Zhaoyi Yan Yuanyi Wang Yiming Zhang Qi Zhou Leilei Gan Hongxia Yang 72 0 0 20 May 2025