大模型推理能力 - arXivDaily 专题

2505.12434 2025-10-15 cs.CV 85%

VideoRFT: Incentivizing Video Reasoning Capability in MLLMs via Reinforced Fine-Tuning

Qi Wang, Yanrui Yu, Ye Yuan, Rui Mao, Tianfei Zhou

机构 * Beijing Institute of Technology（北京理工大学）； Shenzhen University（深圳大学）

专题命中逻辑推理：reasoning(title,abstract)；chain-of-thought(abstract)；CoT(abstract)

Comments Accepted by NeurIPS 2025. Code: https://github.com/QiWang98/VideoRFT

2502.09457 2025-10-15 cs.CL 83%

A Survey of Multilingual Reasoning in Language Models

Akash Ghosh, Debayan Datta, Sriparna Saha, Chirag Agarwal

机构 * Indian Institute of Technology Patna（印度理工学院帕纳巴分校）； University of Virginia（弗吉尼亚大学）

专题命中逻辑推理：reasoning(title,abstract)；logical reasoning(abstract)；分类 cs.CL

Comments EMNLP Findings 2025

2510.10168 2025-10-15 cs.AI 79%

Concise Reasoning in the Lens of Lagrangian Optimization

Chengqian Gao, Haonan Li, Taylor W. Killian, Jianshu She, Renxi Wang, Liqun Ma, Zhoujun Cheng, Shibo Hao, Zhiqiang Xu

机构 * Mohamed bin Zayed University of Artificial Intelligence（莫扎德·本·扎耶德人工智能大学）； University of California San Diego（加州大学圣地亚哥分校）

专题命中逻辑推理：reasoning(title,abstract)；分类 cs.AI

2510.12044 2025-10-15 cs.CL cs.AI 73%

Hierarchical Alignment: Surgical Fine-Tuning via Functional Layer Specialization in Large Language Models

Yukun Zhang, Qi Dong

机构 * The Chinese University of Hong Kong（香港中文大学）； Fudan University（复旦大学）

专题命中逻辑推理：reasoning(abstract)；logical reasoning(abstract)；分类 cs.CL、cs.AI

2510.11812 2025-10-15 cs.CL cs.AI 62%

PHANTOM RECALL: When Familiar Puzzles Fool Smart Models

Souradeep Mukhopadhyay, Rishabh Baral, Nimeesh Mahajan, Samhitha Harish, Aswin RRV, Mihir Parmar, Mutsumi Nakamura, Chitta Baral

机构 * School of Computing and Augmented Intelligence, Arizona State University（计算与增强智能学院，亚利桑那州立大学）

专题命中逻辑推理：reasoning(abstract)；分类 cs.CL、cs.AI

Comments 22 Pages

2502.10742 2025-10-15 cs.AI 57%

The Philosophical Foundations of Growing AI Like A Child

Dezhi Luo, Yijiang Li, Hokin Deng

机构 * University of Michigan（密歇根大学）； University of California San Diego（加州大学圣地亚哥分校）； Carnegie Mellon University（卡内基梅隆大学）

专题命中逻辑推理：reasoning(abstract)；分类 cs.AI

2510.12287 2025-10-15 cs.CV cs.CL 57%

Vision Language Models Map Logos to Text via Semantic Entanglement in the Visual Projector

Sifan Li, Hongkai Chen, Yujun Cai, Qingwen Ye, Liyang Chen, Junsong Yuan, Yiwei Wang

机构 * University of California, Merced（加州大学梅尔德分校）； vivo Mobile Communication Co., Ltd.（vivo移动通信有限公司）； University of Queensland（昆士兰大学）； UCLA（加州大学洛杉矶分校）； University at Buffalo（布法罗大学）

专题命中逻辑推理：reasoning(abstract)；分类 cs.CL

1. 逻辑推理 7 篇