Title
MoDoMoDo: Multi-Domain Data Mixtures for Multimodal LLM Reinforcement Learning Yiqing Liang Jielin Qiu Wenhao Ding Zuxin Liu James Tompkin Mengdi Xu Mengzhou Xia Zhengzhong Tu Laixi Shi Jiacheng Zhu OffRL 106 0 0 30 May 2025
Infi-MMR: Curriculum-based Unlocking Multimodal Reasoning via Phased Reinforcement Learning in Multimodal Small Language Models Zeyu Liu Y. Liu Guanghao Zhu C. Xie Zhen Li ... Qing Li Shing-Chi Cheung Shengyu Zhang Fei Wu Hongxia Yang ReLM LRM 69 0 0 29 May 2025
Pangu Embedded: An Efficient Dual-system LLM Reasoner with Metacognition Hanting Chen Yasheng Wang Kai Han Dong Li Lin Li ... Hailin Hu Yehui Tang Dacheng Tao Xinghao Chen Yunhe Wang LRM 85 0 0 28 May 2025
Reinforcement Fine-Tuning Powers Reasoning Capability of Multimodal Large Language Models Haoyuan Sun Jiaqi Wu Bo Xia Yifu Luo Yifei Zhao Kai Qin Xufei Lv Tiantian Zhang Yongzhe Chang Xueqian Wang OffRL LRM 202 0 0 24 May 2025
Reinforced MLLM: A Survey on RL-Based Reasoning in Multimodal Large Language Models Guanghao Zhou Panjia Qiu Chong Chen Jiadong Wang Zheming Yang Jian Xu Minghui Qiu OffRL LRM 181 8 0 30 Apr 2025
Diffusion-4K: Ultra-High-Resolution Image Synthesis with Latent Diffusion Models Jinjin Zhang Qiuyu Huang Junjie Liu Xiefan Guo Di Huang 115 7 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 206 218 0 18 Mar 2025
R1-VL: Learning to Reason with Multimodal Large Language Models via Step-wise Group Relative Policy Optimization Jingyi Zhang Jiaxing Huang Huanjin Yao Shunyu Liu Xikun Zhang Shijian Lu Dacheng Tao LRM 138 73 0 17 Mar 2025
R1-Onevision: Advancing Generalized Multimodal Reasoning through Cross-Modal Formalization Yi Yang Xiaoxuan He Hongkun Pan Xiyan Jiang Yan Deng ... Dacheng Yin Fengyun Rao Minfeng Zhu Bo Zhang Wei Chen VLM LRM 130 100 1 13 Mar 2025
LMM-R1: Empowering 3B LMMs with Strong Reasoning Abilities Through Two-Stage Rule-Based RL Yingzhe Peng Gongrui Zhang Miaosen Zhang Zhiyuan You Jie Liu Qipeng Zhu Kai Yang Xingzhong Xu Xin Geng Xu Yang LRM ReLM 195 89 0 10 Mar 2025
Boosting the Generalization and Reasoning of Vision Language Models with Curriculum Reinforcement Learning Huilin Deng Ding Zou Rui Ma Hongchen Luo Yang Cao Yu Kang LRM VLM 107 22 0 10 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 149 131 0 09 Mar 2025
DAST: Difficulty-Adaptive Slow-Thinking for Large Reasoning Models Yi Shen Jing Zhang Jieyun Huang Shuming Shi Wenjing Zhang Jiangze Yan Rongjia Du Ning Wang Kai Wang Shiguo Lian LRM 121 54 0 06 Mar 2025
Qwen2.5-VL Technical Report S. Bai Keqin Chen Xuejing Liu Jialin Wang Wenbin Ge ... Zesen Cheng Hang Zhang Zhibo Yang Haiyang Xu Junyang Lin VLM 341 699 0 20 Feb 2025
CoT-Valve: Length-Compressible Chain-of-Thought Tuning Xinyin Ma Guangnian Wan Runpeng Yu Gongfan Fang Xinchao Wang LRM 151 55 0 13 Feb 2025
Demystifying Long Chain-of-Thought Reasoning in LLMs Edward Yeo Yuxuan Tong Morry Niu Graham Neubig Xiang Yue OffRL LRM 173 140 0 05 Feb 2025
Process Reinforcement through Implicit Rewards Ganqu Cui Lifan Yuan Ziyi Wang Hanbin Wang Wendi Li ... Yu Cheng Zhiyuan Liu Maosong Sun Bowen Zhou Ning Ding OffRL LRM 155 103 0 03 Feb 2025
O1-Pruner: Length-Harmonizing Fine-Tuning for O1-Like Reasoning Pruning Haotian Luo Li Shen Haiying He Yun Wang Shiwei Liu Wei Li Naiqiang Tan Xiaochun Cao Dacheng Tao VLM LRM 158 99 0 22 Jan 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 285 338 0 22 Jan 2025
A Comprehensive Survey of Direct Preference Optimization: Datasets, Theories, Variants, and Applications Wenyi Xiao Zechuan Wang Leilei Gan Shuai Zhao Wanggui He Luu Anh Tuan Long Chen Hao Jiang Zhou Zhao Leilei Gan OffRL 23 6 0 21 Oct 2024
HybridFlow: A Flexible and Efficient RLHF Framework Guangming Sheng Chi Zhang Zilingfeng Ye Xibin Wu Wang Zhang Ru Zhang Size Zheng Haibin Lin Chuan Wu AI4CE 186 241 0 28 Sep 2024
Detecting and Mitigating Hallucination in Large Vision Language Models via Fine-Grained AI Feedback Wenyi Xiao Ziwei Huang Leilei Gan Wanggui He Haoyuan Li Zhelun Yu Hao Jiang Leilei Gan Linchao Zhu MLLM 81 34 0 22 Apr 2024
Measuring Multimodal Mathematical Reasoning with MATH-Vision Dataset Ke Wang Junting Pan Weikang Shi Zimu Lu Mingjie Zhan Hongsheng Li 84 188 0 22 Feb 2024
DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models Zhihong Shao Peiyi Wang Qihao Zhu Runxin Xu Jun-Mei Song ... Haowei Zhang Mingchuan Zhang Yiming Li Yu-Huan Wu Daya Guo ReLM LRM 157 1,287 0 05 Feb 2024
MathVista: Evaluating Mathematical Reasoning of Foundation Models in Visual Contexts Pan Lu Hritik Bansal Tony Xia Jiacheng Liu Chun-yue Li Hannaneh Hajishirzi Hao Cheng Kai-Wei Chang Michel Galley Jianfeng Gao LRM MLLM 126 665 0 03 Oct 2023
Direct Preference Optimization: Your Language Model is Secretly a Reward Model Rafael Rafailov Archit Sharma E. Mitchell Stefano Ermon Christopher D. Manning Chelsea Finn ALM 389 4,163 0 29 May 2023
Inter-GPS: Interpretable Geometry Problem Solving with Formal Language and Symbolic Reasoning Pan Lu Ran Gong Shibiao Jiang Liang Qiu Siyuan Huang Xiaodan Liang Song-Chun Zhu AIMat LRM 66 243 0 10 May 2021