SophiaVL-R1: Reinforcing MLLMs Reasoning with Thinking Reward

22 May 2025

Papers citing "SophiaVL-R1: Reinforcing MLLMs Reasoning with Thinking Reward"

26 / 26 papers shown

Title
SimpleAR: Pushing the Frontier of Autoregressive Visual Generation through Pretraining, SFT, and RL Junke Wang Zhi Tian Xinyu Wang Xinyu Zhang Weilin Huang Zuxuan Wu Yu Jiang VGen 155 17 0 15 Apr 2025
GUI-R1 : A Generalist R1-Style Vision-Language Action Model For GUI Agents Run Luo Lu Wang Wanwei He Xiaobo Xia LLMAG 179 35 0 14 Apr 2025
A Comprehensive Survey of Reward Models: Taxonomy, Applications, Challenges, and Future Jialun Zhong Wei Shen Yanzeng Li Songyang Gao Hua Lu Yicheng Chen Yang Zhang Wei Zhou Jinjie Gu Lei Zou LRM 116 11 0 12 Apr 2025
Video-R1: Reinforcing Video Reasoning in MLLMs Kaituo Feng Kaixiong Gong Yangqiu Song Zonghao Guo Yibing Wang Tianshuo Peng Jian Wu Xiaoying Zhang Benyou Wang Xiangyu Yue AI4TS SyDa LRM 162 62 0 27 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 217 218 0 18 Mar 2025
Med-R1: Reinforcement Learning for Generalizable Medical Reasoning in Vision-Language Models Yuxiang Lai Shitian Zhao Ming Li Jike Zhong Xiaofeng Yang OffRL LRM LM&MA VLM 168 31 0 18 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 132 100 1 13 Mar 2025
VisualPRM: An Effective Process Reward Model for Multimodal Reasoning Weiyun Wang Zhangwei Gao Lawrence Yunliang Chen Zhe Chen Jinguo Zhu ... Lewei Lu Haodong Duan Yu Qiao Jifeng Dai Wenhai Wang LRM 140 39 0 13 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 111 22 0 10 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 384 699 0 20 Feb 2025
Preference Leakage: A Contamination Problem in LLM-as-a-judge Dawei Li Renliang Sun Yue Huang Ming Zhong Bohan Jiang Jiawei Han Wei Wei Wei Wang Huan Liu 157 30 0 03 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 172 103 0 03 Feb 2025
DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning DeepSeek-AI Daya Guo Dejian Yang Haowei Zhang Junxiao Song ... Shiyu Wang S. Yu Shunfeng Zhou Shuting Pan S.S. Li ReLM VLM OffRL AI4TS LRM 380 2,013 0 22 Jan 2025
InternLM-XComposer2.5-Reward: A Simple Yet Effective Multi-Modal Reward Model Yuhang Zang Xiaoyi Dong Pan Zhang Yuhang Cao Ziyu Liu ... Haodong Duan Wentao Zhang Kai Chen Dahua Lin Jiaqi Wang VLM 222 25 0 21 Jan 2025
URSA: Understanding and Verifying Chain-of-thought Reasoning in Multimodal Mathematics Ruilin Luo Zhuofan Zheng Yifan Wang Xinzhe Ni Zicheng Lin ... Yiyao Yu C. Shi Ruihang Chu Jin Zeng Yujiu Yang LRM 183 25 0 08 Jan 2025
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 193 241 0 28 Sep 2024
Math-PUMA: Progressive Upward Multimodal Alignment to Enhance Mathematical Reasoning Wenwen Zhuang Xin Huang Xiantao Zhang Jin Zeng LRM 117 31 0 16 Aug 2024
VLMEvalKit: An Open-Source Toolkit for Evaluating Large Multi-Modality Models Haodong Duan Junming Yang Junming Yang Xinyu Fang Lin Chen ... Yuhang Zang Pan Zhang Jiaqi Wang Dahua Lin Kai Chen LM&MA VLM 197 179 0 16 Jul 2024
Math-LLaVA: Bootstrapping Mathematical Reasoning for Multimodal Large Language Models Wenhao Shi Zhiqiang Hu Yi Bin Junhua Liu Yang Yang See-Kiong Ng Lidong Bing Roy Ka-Wei Lee SyDa MLLM LRM 106 62 0 25 Jun 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 171 1,288 0 05 Feb 2024
MMMU: A Massive Multi-discipline Multimodal Understanding and Reasoning Benchmark for Expert AGI Xiang Yue Yuansheng Ni Kai Zhang Tianyu Zheng Ruoqi Liu ... Yibo Liu Wenhao Huang Huan Sun Yu-Chuan Su Wenhu Chen OSLM ELM VLM 281 960 0 27 Nov 2023
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 132 665 0 03 Oct 2023
Let's Verify Step by Step Hunter Lightman V. Kosaraju Yura Burda Harrison Edwards Bowen Baker Teddy Lee Jan Leike John Schulman Ilya Sutskever K. Cobbe ALM OffRL LRM 200 1,240 0 31 May 2023
ChartQA: A Benchmark for Question Answering about Charts with Visual and Logical Reasoning Ahmed Masry Do Xuan Long J. Tan Shafiq Joty Enamul Hoque AIMat 134 685 0 19 Mar 2022
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 900 13,228 0 04 Mar 2022
Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning Y. Gal Zoubin Ghahramani UQCV BDL 909 9,364 0 06 Jun 2015