Think or Not? Selective Reasoning via Reinforcement Learning for Vision-Language Models

22 May 2025

Papers citing "Think or Not? Selective Reasoning via Reinforcement Learning for Vision-Language Models"

30 / 30 papers shown

Title
Between Underthinking and Overthinking: An Empirical Study of Reasoning Length and correctness in LLMs Jinyan Su Jennifer Healey Preslav Nakov Claire Cardie LRM 179 9 0 30 Apr 2025
Ada-R1: Hybrid-CoT via Bi-Level Adaptive Reasoning Optimization Haotian Luo Haiying He Yucheng Wang Jinluan Yang Rui Liu Naiqiang Tan Xiaochun Cao Dacheng Tao Li Shen LRM 41 1 0 30 Apr 2025
GUI-R1 : A Generalist R1-Style Vision-Language Action Model For GUI Agents Run Luo Lu Wang Wanwei He Xiaobo Xia LLMAG 70 28 0 14 Apr 2025
SFT or RL? An Early Investigation into Training R1-Like Reasoning Large Vision-Language Models Hardy Chen Haoqin Tu Fali Wang Hui Liu Xianfeng Tang Xinya Du Yuyin Zhou Cihang Xie ReLM VLM OffRL LRM 93 20 0 10 Apr 2025
Understanding R1-Zero-Like Training: A Critical Perspective Zichen Liu Changyu Chen Wenjun Li Penghui Qi Tianyu Pang Chao Du Wee Sun Lee Min Lin OffRL LRM 73 108 0 26 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 78 131 0 18 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 LRM 85 39 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 131 402 0 20 Feb 2025
WebRL: Training LLM Web Agents via Self-Evolving Online Curriculum Reinforcement Learning Zehan Qi Xiao-Chang Liu Iat Long Iong Hanyu Lai Xingwu Sun ... Shuntian Yao Tianjie Zhang Wei Xu J. Tang Yuxiao Dong 111 27 0 28 Jan 2025
Kimi k1.5: Scaling Reinforcement Learning with LLMs Kimi Team Angang Du Bofei Gao Bowei Xing Changjiu Jiang ... Zhiqi Huang Zihao Huang Ziyao Xu Zhiyong Yang Zongyu Lin OffRL ALM AI4TS VLM LRM 131 224 0 22 Jan 2025
Do NOT Think That Much for 2+3=? On the Overthinking of o1-Like LLMs Xingyu Chen Jiahao Xu Tian Liang Zhiwei He Jianhui Pang ... Zizhuo Zhang Rui Wang Zhaopeng Tu Haitao Mi Dong Yu LRM ReLM 110 150 0 30 Dec 2024
VLM-RL: A Unified Vision Language Models and Reinforcement Learning Framework for Safe Autonomous Driving Zilin Huang Zihao Sheng Yansong Qu Junwei You Sikai Chen VLM 75 9 0 20 Dec 2024
ShowUI: One Vision-Language-Action Model for GUI Visual Agent Kevin Qinghong Lin Linjie Li Difei Gao Zhiyong Yang Shiwei Wu Zechen Bai Weixian Lei Lijuan Wang Mike Zheng Shou LLMAG 102 21 0 26 Nov 2024
Automatic Curriculum Expert Iteration for Reliable LLM Reasoning Zirui Zhao Hanze Dong Amrita Saha Caiming Xiong Doyen Sahoo LRM 58 5 0 10 Oct 2024
DigiRL: Training In-The-Wild Device-Control Agents with Autonomous Reinforcement Learning Hao Bai Yifei Zhou Mert Cemri Jiayi Pan Alane Suhr Sergey Levine Aviral Kumar OffRL 28 52 0 14 Jun 2024
LlamaFactory: Unified Efficient Fine-Tuning of 100+ Language Models Yaowei Zheng Richong Zhang Junhao Zhang Yanhan Ye Zheyan Luo Zhangchi Feng Yongqiang Ma 68 479 0 20 Mar 2024
Android in the Zoo: Chain-of-Action-Thought for GUI Agents Jiwen Zhang Jihao Wu Yihua Teng Minghui Liao Nuo Xu Xiao Xiao Zhongyu Wei Duyu Tang LLMAG LM&Ro 55 61 0 05 Mar 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 59 953 0 05 Feb 2024
SeeClick: Harnessing GUI Grounding for Advanced Visual GUI Agents Kanzhi Cheng Qiushi Sun Yougang Chu Fangzhi Xu Yantao Li Jianbing Zhang Zhiyong Wu LLMAG 185 163 0 17 Jan 2024
Efficient Memory Management for Large Language Model Serving with PagedAttention Woosuk Kwon Zhuohan Li Siyuan Zhuang Ying Sheng Lianmin Zheng Cody Hao Yu Joseph E. Gonzalez Haotong Zhang Ion Stoica VLM 84 2,049 0 12 Sep 2023
A Real-World WebAgent with Planning, Long Context Understanding, and Program Synthesis Izzeddin Gur Hiroki Furuta Austin Huang Mustafa Safdari Yutaka Matsuo Douglas Eck Aleksandra Faust LM&Ro LLMAG 63 208 0 24 Jul 2023
Android in the Wild: A Large-Scale Dataset for Android Device Control Christopher Rawles Alice Li Daniel Rodriguez Oriana Riva Timothy Lillicrap LM&Ro 44 146 0 19 Jul 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 240 3,712 0 29 May 2023
MM-REACT: Prompting ChatGPT for Multimodal Reasoning and Action Zhengyuan Yang Linjie Li Jianfeng Wang Kevin Qinghong Lin E. Azarnasab Faisal Ahmed Zicheng Liu Ce Liu Michael Zeng Lijuan Wang ReLM KELM LRM 31 372 0 20 Mar 2023
Super-CLEVR: A Virtual Benchmark to Diagnose Domain Robustness in Visual Reasoning Zhuowan Li Xingrui Wang Elias Stengel-Eskin Adam Kortylewski Wufei Ma Benjamin Van Durme Max Planck Institute for Informatics OOD LRM 52 62 0 01 Dec 2022
ReAct: Synergizing Reasoning and Acting in Language Models Shunyu Yao Jeffrey Zhao Dian Yu Nan Du Izhak Shafran Karthik Narasimhan Yuan Cao LLMAG ReLM LRM 312 2,709 0 06 Oct 2022
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models Jason W. Wei Xuezhi Wang Dale Schuurmans Maarten Bosma Brian Ichter F. Xia Ed H. Chi Quoc Le Denny Zhou LM&Ro LRM AI4CE ReLM 484 9,009 0 28 Jan 2022
GeoQA: A Geometric Question Answering Benchmark Towards Multimodal Numerical Reasoning Jiaqi Chen Jianheng Tang Jinghui Qin Xiaodan Liang Lingbo Liu Eric Xing Liang Lin AIMat 27 171 0 30 May 2021
Proximal Policy Optimization Algorithms John Schulman Filip Wolski Prafulla Dhariwal Alec Radford Oleg Klimov OffRL 179 18,685 0 20 Jul 2017
CLEVR: A Diagnostic Dataset for Compositional Language and Elementary Visual Reasoning Justin Johnson B. Hariharan Laurens van der Maaten Li Fei-Fei C. L. Zitnick Ross B. Girshick CoGe 246 2,346 0 20 Dec 2016