VTool-R1: VLMs Learn to Think with Images via Reinforcement Learning on Multimodal Tool Use

25 May 2025

Papers citing "VTool-R1: VLMs Learn to Think with Images via Reinforcement Learning on Multimodal Tool Use"

25 / 25 papers shown

Title
ReTool: Reinforcement Learning for Strategic Tool Use in LLMs Jiazhan Feng Shijue Huang Xingwei Qu Ge Zhang Yujia Qin Baoquan Zhong Chengquan Jiang Jinxin Chi Wanjun Zhong OffRL ReLM SyDa KELM LRM 110 19 0 15 Apr 2025
VL-Rethinker: Incentivizing Self-Reflection of Vision-Language Models with Reinforcement Learning Haozhe Wang Chao Qu Zuming Huang Wei Chu Fangzhen Lin Wenhu Chen OffRL ReLM SyDa LRM VLM 110 17 0 10 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 118 85 0 24 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 120 45 0 17 Mar 2025
Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning Bowen Jin Hansi Zeng Zhenrui Yue Dong Wang Sercan O. Arik Dong Wang Hamed Zamani Jiawei Han RALM ReLM KELM OffRL AI4TS LRM 137 77 0 12 Mar 2025
R1-Zero's "Aha Moment" in Visual Reasoning on a 2B Non-SFT Model Hengguang Zhou Xirui Li Ruochen Wang Minhao Cheng Tianyi Zhou Cho-Jui Hsieh OffRL LRM ReLM 128 43 0 07 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 178 430 0 20 Feb 2025
ReFocus: Visual Editing as a Chain of Thought for Structured Image Understanding Xingyu Fu Minqian Liu Zhengyuan Yang John Corring Yijuan Lu Jianwei Yang Dan Roth D. Florêncio Cha Zhang LRM 61 7 0 10 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 94 171 0 28 Sep 2024
MuirBench: A Comprehensive Benchmark for Robust Multi-image Understanding Fei Wang Xingyu Fu James Y. Huang Zekun Li Qin Liu ... Kai-Wei Chang Dan Roth Sheng Zhang Hoifung Poon Muhao Chen VLM 86 53 0 13 Jun 2024
Visual Sketchpad: Sketching as a Visual Chain of Thought for Multimodal Language Models Yushi Hu Weijia Shi Xingyu Fu Dan Roth Mari Ostendorf Luke Zettlemoyer Noah A. Smith Ranjay Krishna LRM 68 57 0 13 Jun 2024
SimPO: Simple Preference Optimization with a Reference-Free Reward Yu Meng Mengzhou Xia Danqi Chen 90 425 0 23 May 2024
TableVQA-Bench: A Visual Question Answering Benchmark on Multiple Table Domains Yoonsik Kim Moonbin Yim Ka Yeon Song LMTD 89 20 0 30 Apr 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 94 953 0 05 Feb 2024
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 295 3,712 0 29 May 2023
ViperGPT: Visual Inference via Python Execution for Reasoning Dídac Surís Sachit Menon Carl Vondrick MLLM LRM ReLM 64 454 0 14 Mar 2023
DePlot: One-shot visual language reasoning by plot-to-table translation Fangyu Liu Julian Martin Eisenschlos Francesco Piccinno Syrine Krichene Chenxi Pang Kenton Lee Mandar Joshi Wenhu Chen Nigel Collier Yasemin Altun VLM ReLM LRM 75 96 0 20 Dec 2022
MatCha: Enhancing Visual Language Pretraining with Math Reasoning and Chart Derendering Fangyu Liu Francesco Piccinno Syrine Krichene Chenxi Pang Kenton Lee Mandar Joshi Yasemin Altun Nigel Collier Julian Martin Eisenschlos VLM LRM 46 94 0 19 Dec 2022
Visual Programming: Compositional visual reasoning without training Tanmay Gupta Aniruddha Kembhavi ReLM VLM LRM 124 423 0 18 Nov 2022
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 82 617 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 724 12,525 0 04 Mar 2022
Learning Transferable Visual Models From Natural Language Supervision Alec Radford Jong Wook Kim Chris Hallacy Aditya A. Ramesh Gabriel Goh ... Amanda Askell Pamela Mishkin Jack Clark Gretchen Krueger Ilya Sutskever CLIP VLM 731 28,659 0 26 Feb 2021
TabFact: A Large-scale Dataset for Table-based Fact Verification Wenhu Chen Hongmin Wang Jianshu Chen Yunkai Zhang Hong Wang Shiyang Li Xiyou Zhou William Yang Wang LMTD 70 488 0 05 Sep 2019
Proximal Policy Optimization Algorithms John Schulman Filip Wolski Prafulla Dhariwal Alec Radford Oleg Klimov OffRL 259 18,685 0 20 Jul 2017
Compositional Semantic Parsing on Semi-Structured Tables Panupong Pasupat Percy Liang CoGe LMTD 75 773 0 03 Aug 2015