大模型推理能力

OWL: Geometry-Aware Spatial Reasoning for Audio Large Language Models

Subrata Biswas, Mohammad Nur Hossain Khan, Bashima Islam

机构 * Department of Electrical & Computer Engineering（电气与计算机工程系） ； Worcester Polytechnic Institute（沃斯特理工大学） 纠错

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

Radiology's Last Exam (RadLE): Benchmarking Frontier Multimodal AI Against Human Experts and a Taxonomy of Visual Reasoning Errors in Radiology

Suvrankar Datta, Divya Buchireddygari, Lakshmi Vennela Chowdary Kaza, Mrudula Bhalke, Kautik Singh, Ayush Pandey, Sonit Sai Vasipalli, Upasana Karnwal, Hakikat Bir Singh Bhatti, Bhavya Ratan Maroo, Sanjana Hebbar, Rahul Joseph, Gurkawal Kaur, Devyani Singh, Akhil V, Dheeksha Devasya Shama Prasad, Nishtha Mahajan, Ayinaparthi Arisha, Rajesh Vanagundi, Reet Nandy, Kartik Vuthoo, Snigdhaa Rajvanshi, Nikhileswar Kondaveeti, Suyash Gunjal, Rishabh Jain, Rajat Jain, Anurag Agrawal

机构 * Centre for Responsible Autonomous Systems in Healthcare (CRASH) Lab, Koita Centre for Digital Health（负责任的自主医疗系统中心（CRASH）实验室、Koita数字健康中心） ； Ashoka University（阿什oka大学） ； Independent Researcher（独立研究者） ； Koita Centre for Digital Health（Koita数字健康中心） 纠错

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

Comments 29 pages, 7 figures, 7 tables, includes Annexure (1). Part of the work accepted at RSNA 2025 (Cutting Edge Oral Presentation)

VLM-FO1: Bridging the Gap Between High-Level Reasoning and Fine-Grained Perception in VLMs

Peng Liu, Haozhan Shen, Chunxin Fang, Zhicheng Sun, Jiajia Liao, Tiancheng Zhao

机构 * Om AI Research（Om AI研究机构） ； Binjiang Institute of Zhejiang University（浙江大学滨江研究院） ； College of Computer Science and Technology, Zhejiang University（浙江大学计算机科学与技术学院） 纠错

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

Comments 22 pages

Spatial Reasoning with Vision-Language Models in Ego-Centric Multi-View Scenes

Mohsen Gholami, Ahmad Rezaei, Zhou Weimin, Sitong Mao, Shunbo Zhou, Yong Zhang, Mohammad Akbari

机构 * Huawei Technologies Canada（华为技术加拿大分公司） ； Huawei Cloud Project Page Code Ego3D-Bench（华为云项目页面代码Ego3D-Bench） 纠错

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

Ferret-UI Lite: Lessons from Building Small On-Device GUI Agents

Zhen Yang, Zi-Yi Dou, Di Feng, Forrest Huang, Anh Nguyen, Keen You, Omar Attia, Yuhao Yang, Michael Feng, Haotian Zhang, Ram Ramrakhya, Chao Jia, Jeffrey Nichols, Alexander Toshev, Yinfei Yang, Zhe Gan

机构 * Apple（苹果公司） 纠错

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

On the Performance of LLMs for Real Estate Appraisal

Margot Geerts, Manon Reusens, Bart Baesens, Seppe vanden Broucke, Jochen De Weerdt

机构 * LIRIS, KU Leuven, Leuven, Belgium（LIRIS，KU莱顿，比利时） ； Department of Business Informatics and Operations Management, Ghent University, Ghent, Belgium（商业信息学与运营管理系，根特大学，比利时） ； Department of Decision Analytics and Risk, University of Southampton, Southampton, UK（决策分析与风险系，南安普顿大学，英国） 纠错

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

Comments Accepted at ECML-PKDD 2025

Video models are zero-shot learners and reasoners

Thaddäus Wiedemer, Yuxuan Li, Paul Vicol, Shixiang Shane Gu, Nick Matarese, Kevin Swersky, Been Kim, Priyank Jaini, Robert Geirhos

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

Comments Project page: https://video-zero-shot.github.io/

90% Faster, 100% Code-Free: MLLM-Driven Zero-Code 3D Game Development

Runxin Yang, Yuxuan Wan, Shuqing Li, Michael R. Lyu

机构 * The Chinese University of Hong Kong（香港中文大学） 纠错

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

Landmark-Guided Knowledge for Vision-and-Language Navigation

Dongsheng Yang, Meiling Zhu, Yinfeng Yu

机构 * School of Computer Science and Technology, Xinjiang University, Urumqi, China（计算机科学与技术学院，新疆大学，乌鲁木齐，中国） ； No. 59 Middle School of Urumqi, Urumqi, China（乌鲁木齐第五十九中学，乌鲁木齐，中国） 纠错

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

Comments Accepted for publication by International Conference on Intelligent Computing 2025

SGS: Segmentation-Guided Scoring for Global Scene Inconsistencies

Gagandeep Singh, Samudi Amarsinghe, Urawee Thani, Ki Fung Wong, Priyanka Singh, Xue Li

专题命中 视觉空间推理 ：reasoning(abstract)

Comments 6 pages, 3 figures

Fork-Merge Decoding: Enhancing Multimodal Understanding in Audio-Visual Large Language Models

Chaeyoung Jung, Youngjoon Jang, Jongmin Choi, Joon Son Chung

机构 * Korea Advanced Institute of Science and Technology (KAIST)（韩国科学技术院） 纠错

专题命中 视觉空间推理 ：reasoning(abstract)

UAV-VLN: End-to-End Vision Language guided Navigation for UAVs

Pranav Saxena, Nishant Raghuvanshi, Neena Goveas

机构 * Birla Institute of Technology and Science Pilani, K.K Birla Goa Campus（比拉理工学院和科学学院，K.K比拉果阿校区） 纠错

专题命中 视觉空间推理 ：reasoning(abstract)

Journal ref Proc. European Conference on Mobile Robots (ECMR), 2025, pp. 1-6