AI 大模型

大模型推理能力

大模型数学、逻辑、规划、多步推理和测试时计算能力。

2025-10-24 至 2025-10-24 共收录 6 篇信号源：cs.CL, cs.AI, cs.LG

1. 视觉空间推理 6 篇

2506.05341 2025-10-24 cs.CV cs.AI 87%

Direct Numerical Layout Generation for 3D Indoor Scene Synthesis via Spatial Reasoning

Xingjian Ran, Yixuan Li, Linning Xu, Mulin Yu, Bo Dai

机构 * The University of Hong Kong（香港大学）； Shanghai Artificial Intelligence Laboratory（上海人工智能实验室）； The Chinese University of Hong Kong（香港中文大学）

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

Comments Project Page: https://directlayout.github.io/

2510.20696 2025-10-24 cs.CV 85%

Diagnosing Visual Reasoning: Challenges, Insights, and a Path Forward

Jing Bi, Guangyu Sun, Ali Vosoughi, Chen Chen, Chenliang Xu

机构 * University of Rochester（罗切斯特大学）； University of Central Florida（中央佛罗里达大学）

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

Comments 5 pages

2510.20198 2025-10-24 cs.CL cs.AI 81%

Stuck in the Matrix: Probing Spatial Reasoning in Large Language Models

Maggie Bai, Ava Kim Cohen, Eleanor Koss, Charlie Lichtenbaum

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

Comments 20 pages, 24 figures

2510.20161 2025-10-24 cs.RO 67%

PathFormer: A Transformer with 3D Grid Constraints for Digital Twin Robot-Arm Trajectory Generation

Ahmed Alanazi, Duy Ho, Yugyung Lee

机构 * Department of Computer Science, University of Missouri–Kansas City (UMKC)（密苏里大学哥伦比亚分校计算机科学系）； Department of Computer Science, California State University, Fullerton（加州州立大学富尔顿分校计算机科学系）

专题命中视觉空间推理：reasoning(abstract)；planning(abstract)

Comments 8 pages, 7 figures, 7 tables

2509.25033 2025-10-24 cs.CV cs.LG 57%

VT-FSL: Bridging Vision and Text with LLMs for Few-Shot Learning

Wenhao Li, Qiangchang Wang, Xianjing Meng, Zhibin Wu, Yilong Yin

机构 * School of Software, Shandong University（山东大学软件学院）； Shenzhen Loop Area Institute（深圳河套学院）； School of Computing and Artificial Intelligence, Shandong University of Finance and Economics（山东财经大学计算机与人工智能学院）

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

Comments Accepted by NeurIPS 2025

2510.20385 2025-10-24 cs.CV 50%

Positional Encoding Field

Yunpeng Bai, Haoxiang Li, Qixing Huang

机构 * University of Texas at Austin（德克萨斯大学奥斯汀分校）； Pixocial Technology（Pixocial技术）

专题命中视觉空间推理：reasoning(abstract)

Comments 8 pages, 9 figures