大模型推理能力 - arXivDaily 专题

2507.03704 2025-10-31 cs.CL cs.AI 81%

Controlling Thinking Speed in Reasoning Models

Zhengkai Lin, Zhihang Fu, Ze Chen, Chao Chen, Liang Xie, Wenxiao Wang, Deng Cai, Zheng Wang, Jieping Ye

机构 * State Key Lab of CAD&CG（CAD&CG状态重点实验室）； Alibaba Cloud（阿里云）； College of Computer Science and Technology（计算机科学与技术学院）； School of Software Technology（软件技术学院）

专题命中复杂问题求解：reasoning(title,abstract)；分类 cs.CL、cs.AI

Comments NeurIPS 2025 Spotlight

2510.26114 2025-10-31 cs.CV 78%

OracleAgent: A Multimodal Reasoning Agent for Oracle Bone Script Research

Caoshuo Li, Zengmao Ding, Xiaobin Hu, Bang Li, Donghao Luo, Xu Peng, Taisong Jin, Yongge Liu, Shengwei Han, Jing Yang, Xiaoping He, Feng Gao, AndyPian Wu, SevenShu, Chaoyang Wang, Chengjie Wang

机构 * Xiamen University（厦门大学）； Anyang Normal University（安阳师范学院）； Tencent YouTu Lab（腾讯YouTu实验室）； Tencent SSV（腾讯SSV）

专题命中复杂问题求解：reasoning(title,abstract)

2509.17197 2025-10-31 cs.LG cs.AI eess.SP 73%

SignalLLM: A General-Purpose LLM Agent Framework for Automated Signal Processing

Junlong Ke, Qiying Hu, Shenghai Yuan, Yuecong Xu, Jianfei Yang

机构 * Department of Electronic Engineering, Tsinghua University（清华大学电子工程系）； School of Electrical and Electronic Engineering, Nanyang Technological University, Singapore（南洋理工大学电子与电气工程学院）； MARS Lab, Nanyang Technological University, Singapore（南洋理工大学MARS实验室）

专题命中复杂问题求解：reasoning(abstract)；planning(abstract)；分类 cs.AI、cs.LG

Comments 11 pages

2510.25798 2025-10-31 cs.LG cs.AI cs.CL 67%

MemEIC: A Step Toward Continual and Compositional Knowledge Editing

Jin Seong, Jiyun Park, Wencke Liermann, Hongseok Choi, Yoonji Nam, Hyun Kim, Soojong Lim, Namhoon Lee

机构 * Electronics and Telecommunications Research Institute, Republic of Korea（韩国电子电信研究院）； POSTECH ； Sungkyunkwan University（全南大学）

专题命中复杂问题求解：reasoning(abstract)；分类 cs.CL、cs.AI、cs.LG

Comments NeurIPS 2025, 38 pages, 8 figures

2510.24797 2025-10-31 cs.CL cs.AI 62%

Large Language Models Report Subjective Experience Under Self-Referential Processing

Cameron Berg, Diogo de Lucena, Judd Rosenblatt

机构 * AE Studio（AE工作室）

专题命中复杂问题求解：reasoning(abstract)；分类 cs.CL、cs.AI

2503.09499 2025-10-31 cs.CV cs.AI cs.CL 62%

MindGYM: What Matters in Question Synthesis for Thinking-Centric Fine-Tuning?

Zhe Xu, Daoyuan Chen, Zhenqing Ling, Yaliang Li, Ying Shen

机构 * Sun Yat-sen University（中山大学）； Alibaba Group（阿里巴巴集团）； FSIETP

专题命中复杂问题求解：reasoning(abstract)；分类 cs.CL、cs.AI

Comments Accepted by NeurIPS'25. 30 pages, 2 figures, 13 tables

2510.26027 2025-10-31 cs.CV 50%

Enhancing Temporal Understanding in Video-LLMs through Stacked Temporal Attention in Vision Encoders

Ali Rasekh, Erfan Bagheri Soula, Omid Daliran, Simon Gottschalk, Mohsen Fayyaz

机构 * Leibniz University Hannover（莱比锡大学汉诺威分校）； L3S Research Center（L3S研究中心）； Microsoft（微软公司）

专题命中复杂问题求解：reasoning(abstract)

Comments Accepted to NeurIPS 2025

1. 复杂问题求解 7 篇