Title
DynaStride: Dynamic Stride Windowing with MMCoT for Instructional Multi-Scene Captioning Eddison Pham Prisha Priyadarshini Adrian Maliackel Kanishk Bandi Cristian Meo Kevin Zhu 36 0 0 27 Oct 2025
Beyond Seeing: Evaluating Multimodal LLMs on Tool-Enabled Image Perception, Transformation, and Reasoning Xingang Guo Utkarsh Tyagi Advait Gosai Paula Vergara Ernesto Gabriel Hernández Montoya ... Bin Hu Yunzhong He Bing Liu Bing Liu Rakshith S Srinivasa VLM LRM 208 1 0 14 Oct 2025
CodePlot-CoT: Mathematical Visual Reasoning by Thinking with Code-Driven Images Chengqi Duan Kaiyue Sun Rongyao Fang M. Zhang Yan Feng ... Peng Pei Xunliang Cai Hongsheng Li Yi Ma Xihui Liu ReLM OffRL LRM 111 3 0 13 Oct 2025
Latent Visual Reasoning Bangzheng Li Ximeng Sun Jiang-Long Liu Ze Wang Jialian Wu Xiaodong Yu Hao Chen Emad Barsoum Muhao Chen Zicheng Liu LRM VLM 136 2 0 29 Sep 2025
From Perception to Cognition: A Survey of Vision-Language Interactive Reasoning in Multimodal Large Language Models Chenyue Zhou Mingxuan Wang Yanbiao Ma Chenxu Wu Wanyi Chen ... Guoli Jia Lingling Li Z. Lu Y. Lu Wenhan Luo LRM 327 3 0 29 Sep 2025
SAIL-VL2 Technical Report Weijie Yin Yongjie Ye Fangxun Shu Yue Liao Zijian Kang ... Han Wang Wenzhuo Liu Xiao Liang Shuicheng Yan Chao Feng LRM VLM 168 2 0 17 Sep 2025
Simple o3: Towards Interleaved Vision-Language Reasoning Ye Wang Qianglong Chen Zejun Li Siyuan Wang Shijie Guo Zhirui Zhang Zhongyu Wei MLLM LRM VLM 120 8 0 16 Aug 2025
Empowering Multimodal LLMs with External Tools: A Comprehensive Survey Wenbin An Jiahao Nie Yaqiang Wu Feng Tian Shijian Lu Q. Zheng MLLM 102 0 0 14 Aug 2025
Geoint-R1: Formalizing Multimodal Geometric Reasoning with Dynamic Auxiliary Constructions Jingxuan Wei Caijun Jia Qi Chen Honghao He Linzhuang Sun Conghui He Lijun Wu Bihui Yu Cheng Tan LRM 118 2 0 05 Aug 2025
ViC-Bench: Benchmarking Visual-Interleaved Chain-of-Thought Capability in MLLMs with Free-Style Intermediate State Representations Xuecheng Wu Jiaxing Liu Danlei Huang Xiaoyu Li Yifan Wang Chen Chen Liya Ma Xuezhi Cao Junxiao Xue LRM 279 2 0 20 May 2025