大模型推理能力 - arXivDaily 专题

2510.23966 2025-10-29 cs.LG cs.SE 85%

A Pragmatic Way to Measure Chain-of-Thought Monitorability

Scott Emmons, Roland S. Zimmermann, David K. Elson, Rohin Shah

机构 * Google（谷歌）

专题命中其他推理：chain-of-thought(title,abstract)；reasoning(abstract)；CoT(abstract)；分类 cs.LG

Comments The first two authors contributed equally

2510.23630 2025-10-29 cs.LG cs.AI cs.CL 82%

NUM2EVENT: Interpretable Event Reasoning from Numerical time-series

Ninghui Feng, Yiyan Qi

机构 * International Digital Economy Academy (IDEA)（国际数字经济学院（IDEA））； University of Nottingham Ningbo（诺丁汉大学宁波校区）

专题命中其他推理：reasoning(title,abstract)；分类 cs.CL、cs.AI、cs.LG

2510.08146 2025-10-29 cs.LG cs.AI 81%

Think Just Enough: Sequence-Level Entropy as a Confidence Signal for LLM Reasoning

Aman Sharma, Paras Chopra

机构 * Lossfunk

专题命中其他推理：reasoning(title,abstract)；分类 cs.AI、cs.LG

2505.14617 2025-10-29 cs.CL cs.CY 79%

The Hawthorne Effect in Reasoning Models: Evaluating and Steering Test Awareness

Sahar Abdelnabi, Ahmed Salem

机构 * Microsoft（微软公司）； ELLIS Institute Tübingen & MPI for Intelligent Systems（图宾根ELLIS研究所及智能系统马克斯·普朗克研究所）； Tübingen AI Center（图宾根人工智能中心）

专题命中其他推理：reasoning(title,abstract)；分类 cs.CL

Comments NeurIPS 2025 (Spotlight). Code is available at: https://github.com/microsoft/Test_Awareness_Steering

2510.24509 2025-10-29 quant-ph 78%

Quantum Combinatorial Reasoning for Large Language Models

Carlos Flores-Garrigos, Gaurav Dev, Michael Falkenthal, Alejandro Gomez Cadavid, Anton Simen, Shubham Kumar, Enrique Solano, Narendra N. Hegade

专题命中其他推理：reasoning(title,abstract)

2510.24650 2025-10-29 cs.AI 74%

Advancing site-specific disease and pest management in precision agriculture: From reasoning-driven foundation models to adaptive, feedback-based learning

Nitin Rai, Daeun, Choi, Nathan S. Boyd, Arnold W. Schumann

机构 * Department of Horticultural Sciences（园艺科学系）； Gulf Coast Research and Education Center（墨西哥湾沿岸研究与教育中心）； University of Florida（佛罗里达大学）； Department of Agricultural and Biological Engineering（农业与生物工程系）； Department of Soil, Water, and Ecosystem Sciences（土壤、水与生态系统科学系）； Citrus Research and Education Center（柑橘研究与教育中心）

专题命中其他推理：reasoning(title)；分类 cs.AI

Comments 26 pages, 8 figures, and 2 tables

2411.12118 2025-10-29 cs.LG cs.CL 62%

Mechanism and Emergence of Stacked Attention Heads in Multi-Layer Transformers

Tiberiu Musat

机构 * ETH Zürich（苏黎世联邦理工学院）

专题命中其他推理：reasoning(abstract)；分类 cs.CL、cs.LG

Journal ref International Conference on Learning Representations (ICLR), 2025

2510.24285 2025-10-29 cs.CV cs.AI cs.CL 62%

ViPER: Empowering the Self-Evolution of Visual Perception Abilities in Vision-Language Model

Juntian Zhang, Song Jin, Chuanqi Cheng, Yuhan Liu, Yankai Lin, Xun Zhang, Yufei Zhang, Fei Jiang, Guojun Yin, Wei Lin, Rui Yan

机构 * Gaoling School of Artificial Intelligence, Renmin University of China（中国人民大学人工智能学院）； Meituan（美团）； MBZUAI ； Wuhan University（武汉大学）

专题命中其他推理：reasoning(abstract)；分类 cs.CL、cs.AI

2510.15870 2025-10-29 cs.CV cs.AI cs.CL 62%

OmniVinci: Enhancing Architecture and Data for Omni-Modal Understanding LLM

Hanrong Ye, Chao-Han Huck Yang, Arushi Goel, Wei Huang, Ligeng Zhu, Yuanhang Su, Sean Lin, An-Chieh Cheng, Zhen Wan, Jinchuan Tian, Yuming Lou, Dong Yang, Zhijian Liu, Yukang Chen, Ambrish Dantrey, Ehsan Jahangiri, Sreyan Ghosh, Daguang Xu, Ehsan Hosseini-Asl, Danial Mohseni Taheri, Vidya Murali, Sifei Liu, Yao Lu, Oluwatobi Olabiyi, Yu-Chiang Frank Wang, Rafael Valle, Bryan Catanzaro, Andrew Tao, Song Han, Jan Kautz, Hongxu Yin, Pavlo Molchanov

机构 * NVIDIA

专题命中其他推理：reasoning(abstract)；分类 cs.CL、cs.AI

Comments Technical Report. Code: https://github.com/NVlabs/OmniVinci

2510.24459 2025-10-29 cs.AI cs.MA cs.SE 57%

Affordance Representation and Recognition for Autonomous Agents

Habtom Kahsay Gidey, Niklas Huber, Alexander Lenz, Alois Knoll

机构 * Technische Universität München（慕尼黑技术大学）； Jessy Works（杰西工作）

专题命中其他推理：reasoning(abstract)；分类 cs.AI

Journal ref The Second International Workshop on Hypermedia Multi-Agent Systems (HyperAgents 2025), in conjunction with the 28th European Conference on Artificial Intelligence (ECAI 2025); October 26, 2025, Bologna, Italy

2510.24120 2025-10-29 cs.LG 57%

Graph-Guided Concept Selection for Efficient Retrieval-Augmented Generation

Ziyu Liu, Yijing Liu, Jianfei Yuan, Minzhi Yan, Le Yue, Honghui Xiong, Yi Yang

机构 * Huawei Cloud Computing Technology Co., Ltd, China（华为云计算技术有限公司，中国）

专题命中其他推理：reasoning(abstract)；分类 cs.LG

2510.23648 2025-10-29 cs.SI cs.AI 57%

RoGBot: Relationship-Oblivious Graph-based Neural Network with Contextual Knowledge for Bot Detection

Ashutosh Anshul, Mohammad Zia Ur Rehman, Sri Akash Kadali, Nagendra Kumar

机构 * Indian Institute of Technology Indore（印度理工学院印多尔分校）； University of Maryland, College Park, USA（美国马里兰大学学院公园分校）