大模型推理能力

DeepPHY: Benchmarking Agentic VLMs on Physical Reasoning

Xinrun Xu, Pi Bu, Ye Wang, Börje F. Karlsson, Ziming Wang, Tengtao Song, Qi Zhu, Jun Song, Zhiming Ding, Bo Zheng

机构 * 1 Taobao \& Tmall Group of Alibaba, 2 Institute of Software, Chinese Academy of Science, 3 University of Chinese Academy of Sciences, 4 Renmin University of China, 5 Informatics Department, PUC-Rio 纠错

专题命中 视觉空间推理 ：reasoning(title,abstract)；planning(abstract)；分类 cs.AI

Comments 48 pages

Can Large Language Models Integrate Spatial Data? Empirical Insights into Reasoning Strengths and Computational Weaknesses

Bin Han, Robert Wolfe, Anat Caspi, Bill Howe

机构 * University of Washington（华盛顿大学） 纠错

专题命中 视觉空间推理 ：reasoning(title,abstract)；分类 cs.CL、cs.AI

VLM4D: Towards Spatiotemporal Awareness in Vision Language Models

Shijie Zhou, Alexander Vilesov, Xuehai He, Ziyu Wan, Shuwang Zhang, Aditya Nagachandra, Di Chang, Dongdong Chen, Xin Eric Wang, Achuta Kadambi

机构 * UCLA（美国大学洛杉矶分校） ； Microsoft（微软公司） ； UCSC（加州大学圣塔克拉拉分校） ； USC（美国大学洛杉矶分校） 纠错

专题命中 视觉空间推理 ：reasoning(abstract)；分类 cs.AI

Comments ICCV 2025, Project Website: https://vlm4d.github.io/