大模型推理能力

GeoThought: A Dataset for Enhancing Mathematical Geometry Reasoning in Vision-Language Models

Nannan Shi, Chuanyu Qin, Shipeng Song, Man Luo

机构 * Baidu Inc.（百度公司） ； Institute of Information Engineering, Chinese Academy of Sciences（中国科学院信息工程研究所） ； Intel Lab, Intel（英特尔实验室） 纠错

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

Visionary-R1: Mitigating Shortcuts in Visual Reasoning with Reinforcement Learning

Jiaer Xia, Yuhang Zang, Peng Gao, Sharon Li, Kaiyang Zhou

机构 * Hong Kong Baptist University（香港 Baptist 大学） ； Shanghai AI Lab（上海人工智能实验室） ； University of Wisconsin-Madison（威斯康星大学麦迪逊分校） 纠错

专题命中 视觉空间推理 ：reasoning(title,abstract)；chain-of-thought(abstract)；CoT(abstract)

MEXA: Towards General Multimodal Reasoning with Dynamic Multi-Expert Aggregation

Shoubin Yu, Yue Zhang, Ziyang Wang, Jaehong Yoon, Mohit Bansal

机构 * UNC Chapel Hill（北卡罗来纳大学教堂山分校） ； Nanyang Technological University（南洋理工大学） 纠错

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

Comments EMNLP 2025 Findings; The first two authors contributed equally; Github link: https://github.com/Yui010206/MEXA

Semantic-Preserving Cross-Style Visual Reasoning for Robust Multi-Modal Understanding in Large Vision-Language Models

Aya Nakayama, Brian Wong, Yuji Nishimura, Kaito Tanaka

专题命中 视觉空间推理 ：reasoning(title,abstract)

ReXGroundingCT: A 3D Chest CT Dataset for Segmentation of Findings from Free-Text Reports

Mohammed Baharoon, Luyang Luo, Michael Moritz, Abhinav Kumar, Sung Eun Kim, Xiaoman Zhang, Miao Zhu, Mahmoud Hussain Alabbad, Maha Sbayel Alhazmi, Neel P. Mistry, Lucas Bijnens, Kent Ryan Kleinschmidt, Brady Chrisler, Sathvik Suryadevara, Sri Sai Dinesh Jaliparthi, Noah Michael Prudlo, Mark David Marino, Jeremy Palacio, Rithvik Akula, Di Zhou, Hong-Yu Zhou, Ibrahim Ethem Hamamci, Scott J. Adams, Hassan Rayhan AlOmaish, Pranav Rajpurkar

机构 * Department of Biomedical Informatics, Harvard Medical School（哈佛医学院生物医学信息学系） ； SSM Health, St. Louis, MO（SSM健康系统，圣路易斯，密苏里州） ； Saint Louis University School of Medicine（圣路易斯大学医学院） ； Icahn School of Medicine at Mount Sinai（西奈山医院伊坎医学院） ； National Strategic Technology Research Institute, Seoul National University Hospital（首尔国立大学医院国家战略技术研究机构） ； Brigham and Women’s Hospital（布里金和妇女医院） ； Chest Radiology Division, Medical Imaging Department, King Abdullah Specialized Children’s Hospital（国王阿卜杜勒阿齐兹特殊儿童医院放射科，医学成像部门） ； King Abdulaziz Medical City, Ministry of National Guard Health Affairs（国王阿卜杜勒阿齐兹医疗城，国民卫队卫生事务部） 纠错

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

Hierarchical Language Models for Semantic Navigation and Manipulation in an Aerial-Ground Robotic System

Haokun Liu, Zhaoqi Ma, Yunong Li, Junichiro Sugihara, Yicheng Chen, Jinjie Li, Moju Zhao

机构 * DRAGON Lab at Department of Mechanical Engineering, The University of Tokyo（东京大学机械工程系DRAGON实验室） 纠错

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

Comments 18 pages, 10 figures

Journal ref Advanced Intelligent Systems, Oct. 2025

RLVR-World: Training World Models with Reinforcement Learning

Jialong Wu, Shaofeng Yin, Ningya Feng, Mingsheng Long

机构 * School of Software, BNRist, Tsinghua University（软件学院，北研所，清华大学） ； Zhili College, Tsinghua University（知礼学院，清华大学） 纠错

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

Comments NeurIPS 2025. Code is available at project website: https://thuml.github.io/RLVR-World/

Evaluating ChatGPT's Performance in Classifying Pneumonia from Chest X-Ray Images

Pragna Prahallad, Pranathi Prahallad

机构 * Emerald High School（埃默尔德高中） 纠错

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

DecoDINO: 3D Human-Scene Contact Prediction with Semantic Classification

Lukas Bierling, Davide Pasero, Fleur Dolmans, Helia Ghasemi, Angelo Broere

机构 * University of Amsterdam（阿姆斯特丹大学） 纠错

专题命中 视觉空间推理 ：reasoning(abstract)

Creating a customisable Socratic AI physics tutor

Eugenio Tufino, Bor Gregorcic

专题命中 视觉空间推理 ：reasoning(abstract)

Comments 7 pages, 3 figures

Journal ref Phys. Educ. 60 065037 (2025)

CMIE: Combining MLLM Insights with External Evidence for Explainable Out-of-Context Misinformation Detection

Fanxiao Li, Jiaying Wu, Canyuan He, Wei Zhou

机构 * School of Information Science and Engineering, Yunnan University（云南大学信息科学与工程学院） ； National University of Singapore（新加坡国立大学） ； Engineering Research Center of Cyberspace, Yunnan University（云南大学网络空间研究院） 纠错

专题命中 视觉空间推理 ：reasoning(abstract)

Improving the performance of AI-powered Affordable Robotics for Assistive Tasks

Dharunish Yugeswardeenoo

机构 * Central Bucks High School South（中央巴克斯高中南校区） 纠错

专题命中 视觉空间推理 ：reasoning(abstract)

Comments 6 pages, 5 figures. Accepted to Conference on Robot Learning (CoRL 2025), Seoul, Korea