语言大模型 / LLM - arXivDaily 专题

2510.24802 2025-10-30 cs.MA cs.AI cs.CY 85%

From Narrative to Action: A Hierarchical LLM-Agent Framework for Human Mobility Generation

Qiumeng Li, Chunhou Ji, Xinyue Liu

机构 * Hong Kong University of Science and Technology (Guangzhou)（香港科学与技术大学（广州））

专题命中推理与问题求解：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.AI

Comments 47 pages, 3 figures

2510.24719 2025-10-30 cs.CL cs.IR 85%

Iti-Validator: A Guardrail Framework for Validating and Correcting LLM-Generated Itineraries

Shravan Gadbail, Masumi Desai, Kamalakar Karlapalem

机构 * International Institute of Information Technology（国际信息科技学院）

专题命中推理与问题求解：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL

2510.13139 2025-10-29 cs.CY cs.CE cs.CL cs.MA 85%

Addressing the alignment problem in transportation policy making: an LLM approach

Xiaoyu Yan, Tianxing Dai, Yu Marco Nie

机构 * Department of Civil and Environmental Engineering, Northwestern University（土木与环境工程系，西北大学）

专题命中推理与问题求解：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL

2506.05020 2025-10-28 cs.RO cs.AI 85%

Hierarchical Language Models for Semantic Navigation and Manipulation in an Aerial-Ground Robotic System

Haokun Liu, Zhaoqi Ma, Yunong Li, Junichiro Sugihara, Yicheng Chen, Jinjie Li, Moju Zhao

机构 * DRAGON Lab at Department of Mechanical Engineering, The University of Tokyo（东京大学机械工程系DRAGON实验室）

专题命中推理与问题求解：language model(title,abstract)；LLM(abstract)；large language model(abstract)；分类 cs.AI

Comments 18 pages, 10 figures

Journal ref Advanced Intelligent Systems, Oct. 2025

2510.21860 2025-10-28 cs.RO cs.AI 85%

Butter-Bench: Evaluating LLM Controlled Robots for Practical Intelligence

Callum Sharrock, Lukas Petersson, Hanna Petersson, Axel Backlund, Axel Wennström, Kristoffer Nordström, Elias Aronsson

机构 * Andon Labs（安登实验室）

专题命中推理与问题求解：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.AI

2506.07736 2025-10-27 cs.AI 85%

RSafe: Incentivizing proactive reasoning to build robust and adaptive LLM safeguards

Jingnan Zheng, Xiangtian Ji, Yijun Lu, Chenhang Cui, Weixiang Zhao, Gelei Deng, Zhenkai Liang, An Zhang, Tat-Seng Chua

专题命中推理与问题求解：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.AI

Journal ref 39th Conference on Neural Information Processing Systems (NeurIPS 2025). 39th Conference on Neural Information Processing Systems (NeurIPS 2025). 39th Conference on Neural Information Processing Systems (NeurIPS 2025)

2505.19092 2025-10-27 cs.AI 85%

Reinforced Latent Reasoning for LLM-based Recommendation

Yang Zhang, Wenxin Xu, Xiaoyan Zhao, Wenjie Wang, Fuli Feng, Xiangnan He, Tat-Seng Chua

机构 * National University of Singapore（新加坡国立大学）； University of Science and Technology of China（中国科学技术大学）； The Chinese University of Hong Kong（香港中文大学）

专题命中推理与问题求解：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.AI

2505.09396 2025-10-27 cs.AI cs.MA 85%

The Influence of Human-inspired Agentic Sophistication in LLM-driven Strategic Reasoners

Vince Trencsenyi, Agnieszka Mensfelt, Kostas Stathis

机构 * Department of Computer Science, Royal Holloway University of London（皇家霍洛威大学计算机科学系）

专题命中推理与问题求解：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.AI

2510.20952 2025-10-27 cs.LG 85%

LLM-Integrated Bayesian State Space Models for Multimodal Time-Series Forecasting

Sungjun Cho, Changho Shin, Suenggwan Jo, Xinya Yan, Shourjo Aditya Chaudhuri, Frederic Sala

机构 * Department of Computer Sciences University of Wisconsin-Madison（计算机科学系威斯康星大学麦迪逊分校）

专题命中推理与问题求解：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.LG

Comments 15 pages, 8 figures

2510.16614 2025-10-24 cs.AI 85%

Count Counts: Motivating Exploration in LLM Reasoning with Count-based Intrinsic Rewards

Xuan Zhang, Ruixiao Li, Zhijian Zhou, Long Li, Yulei Qin, Ke Li, Xing Sun, Xiaoyu Tan, Chao Qu, Yuan Qi

机构 * Fudan University（复旦大学）； Shanghai Innovation Institute（上海创新研究院）； Tencent Youtu Lab（腾讯优图实验室）

专题命中推理与问题求解：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.AI

2510.18877 2025-10-23 cs.HC cs.AI 85%

LLM Bazaar: A Service Design for Supporting Collaborative Learning with an LLM-Powered Multi-Party Collaboration Infrastructure

Zhen Wu, Jiaxin Shi, R. Charles Murray, Carolyn Rosé, Micah San Andres

专题命中推理与问题求解：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.AI

Comments https://repository.isls.org//handle/1/11832

Journal ref Proceedings of the 18th International Conference on Computer-Supported Collaborative Learning - CSCL 2025 (pp. 108-115). International Society of the Learning Sciences

2510.18155 2025-10-22 cs.AI cs.SI 85%

LLM-Based Multi-Agent System for Simulating and Analyzing Marketing and Consumer Behavior

Man-Lin Chu, Lucian Terhorst, Kadin Reed, Tom Ni, Weiwei Chen, Rongyu Lin

机构 * School of Business（商学院）； School of Computing and Engineering（计算与工程学院）； Quinnipiac University（昆尼皮亚克大学）

专题命中推理与问题求解：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.AI

Comments Accepted for publication at IEEE International Conference on e-Business Engineering ICEBE 2025, November 10-12, Buraydah, Saudi Arabia. 8 pages, 5 figures

2510.17576 2025-10-21 cs.RO cs.AI cs.HC cs.MA 85%

Intent-Driven LLM Ensemble Planning for Flexible Multi-Robot Disassembly: Demonstration on EV Batteries

Cansu Erdogan, Cesar Alan Contreras, Alireza Rastegarpanah, Manolis Chiou, Rustam Stolkin

机构 * 1Extreme Robotics Lab, School of Metallurgy \& Materials, University of Birmingham, Birmingham, UK ； 2Department of Applied Artificial Intelligence ； Robotics, School of Computer Science, Aston University, Birmingham, UK ； 3School of Electronic Engineering ； Computer Science, Queen Mary University of London, London, UK

专题命中推理与问题求解：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.AI

Comments This work is funded by the project called "Research and Development of a Highly Automated and Safe Streamlined Process for Increasing Lithium-ion Battery Repurposing and Recycling" (REBELION) under Grant 101104241, and partially supported by the Ministry of National Education, Republic of Turkey. Submitted to Frontiers for Review

2510.17002 2025-10-21 cs.LG 85%

EEschematic: Multimodal-LLM Based AI Agent for Schematic Generation of Analog Circuit

Chang Liu, Danial Chitnis

机构 * School of Engineering The University of Edinburgh Edinburgh, UK（工程学院苏格兰爱丁堡大学）

专题命中推理与问题求解：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.LG

2510.16933 2025-10-21 cs.DC cs.AI 85%

Tutoring LLM into a Better CUDA Optimizer

Matyáš Brabec, Jiří Klepl, Michal Töpfer, Martin Kruliš

机构 * Charles University（查理大学）

专题命中推理与问题求解：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.AI

Comments This preprint has not undergone peer review or any post-submission improvements or corrections. The Version of Record of this contribution is published in Euro-Par 2025: Parallel Processing, Part II, and is available online at https://doi.org/10.1007/978-3-031-99857-7_18

Journal ref Euro-Par 2025: Parallel Processing. Euro-Par 2025. Lecture Notes in Computer Science, vol 15901. Springer, Cham

2510.16080 2025-10-21 q-bio.QM cs.AI 85%

TriAgent: Automated Biomarker Discovery with Deep Research Grounding for Triage in Acute Care by LLM-Based Multi-Agent Collaboration

Kerem Delikoyun, Qianyu Chen, Win Sen Kuan, John Tshon Yit Soong, Matthew Edward Cove, Oliver Hayden

机构 * Technical University of Munich（慕尼黑技术大学）； National University of Singapore（新加坡国立大学）； National University Hospital（新加坡国立大学医院）

专题命中推理与问题求解：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.AI

2510.06917 2025-10-21 cs.CL eess.AS 85%

SHANKS: Simultaneous Hearing and Thinking for Spoken Language Models

Cheng-Han Chiang, Xiaofei Wang, Linjie Li, Chung-Ching Lin, Kevin Lin, Shujie Liu, Zhendong Wang, Zhengyuan Yang, Hung-yi Lee, Lijuan Wang

机构 * National Taiwan University（台湾大学）； Microsoft（微软）

专题命中推理与问题求解：language model(title,abstract)；large language model(abstract)；SLM(abstract)；分类 cs.CL

Comments Work in progress

2510.12350 2025-10-17 cs.AI 85%

O-Forge: An LLM + Computer Algebra Framework for Asymptotic Analysis

Ayush Khaitan, Vijay Ganesh

机构 * Rutgers University（罗格斯大学）； Georgia Institute of Technology（佐治亚理工学院）

专题命中推理与问题求解：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.AI

2507.05258 2025-10-16 cs.CV cs.LG 85%

Spatio-Temporal LLM: Reasoning about Environments and Actions

Haozhen Zheng, Beitong Tian, Mingyuan Wu, Zhenggang Tang, Klara Nahrstedt, Alex Schwing

机构 * University of Illinois Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校）

专题命中推理与问题求解：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.LG

Comments Code and data are available at https://zoezheng126.github.io/STLLM-website/

2507.02253 2025-10-16 cs.AI 85%

Scaling LLM Planning: NL2FLOW for Parametric Problem Generation and Rigorous Evaluation

Jungkoo Kang

机构 * IBM Research（IBM研究院）； MIT-IBM Watson AI Lab（麻省理工-IBM沃森人工智能实验室）

专题命中推理与问题求解：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.AI

Comments 30 pages, 7 figures

2510.12061 2025-10-15 cs.AI 85%

Empowering LLM Agents with Geospatial Awareness: Toward Grounded Reasoning for Wildfire Response

Yiheng Chen, Lingyao Li, Zihui Ma, Qikai Hu, Yilun Zhu, Min Deng, Runlong Yu

机构 * University of Alabama（阿拉巴马大学）； University of South Florida（佛罗里达州立大学）； New York University（纽约大学）； University of Michigan（密歇根大学）； Texas Tech University（得克萨斯科技大学）

专题命中推理与问题求解：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.AI

2506.04651 2025-10-14 cs.AI 85%

Agents of Change: Self-Evolving LLM Agents for Strategic Planning

Nikolas Belle, Dakota Barnes, Alfonso Amayuelas, Ivan Bercovich, Xin Eric Wang, William Wang

机构 * University of California, Santa Barbara（加州大学圣巴巴拉分校）

专题命中推理与问题求解：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.AI

2505.21479 2025-10-14 cs.CL 85%

Are Language Models Consequentialist or Deontological Moral Reasoners?

Keenan Samway, Max Kleiman-Weiner, David Guzman Piedrahita, Rada Mihalcea, Bernhard Schölkopf, Zhijing Jin

机构 * Max Planck Institute for Intelligent Systems（马克斯·普朗克智能系统研究所）； University of Washington（华盛顿大学）； University of Zürich（苏黎世大学）； University of Michigan（密歇根大学）； University of Toronto（多伦多大学）； Vector Institute（向量研究所）

专题命中推理与问题求解：language model(title,abstract)；LLM(abstract)；large language model(abstract)；分类 cs.CL

Comments EMNLP 2025

2510.09988 2025-10-14 cs.CL 85%

Unifying Tree Search Algorithm and Reward Design for LLM Reasoning: A Survey

Jiaqi Wei, Xiang Zhang, Yuejin Yang, Wenxuan Huang, Juntai Cao, Sheng Xu, Xiang Zhuang, Zhangyang Gao, Muhammad Abdul-Mageed, Laks V. S. Lakshmanan, Chenyu You, Wanli Ouyang, Siqi Sun

机构 * Zhejiang University（浙江大学）； University of British Columbia（不列颠哥伦比亚大学）； Fudan University（复旦大学）； Stony Brook University（石溪大学）； The Chinese University of Hong Kong（香港中文大学）

专题命中推理与问题求解：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL

2510.09682 2025-10-14 cs.CR cs.AI cs.SE 85%

Fortifying LLM-Based Code Generation with Graph-Based Reasoning on Secure Coding Practices

Rupam Patir, Keyan Guo, Haipeng Cai, Hongxin Hu

专题命中推理与问题求解：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.AI

2508.10736 2025-10-14 cs.CL 85%

Thinking Inside the Mask: In-Place Prompting in Diffusion LLMs

Xiangqi Jin, Yuxuan Wang, Yifeng Gao, Zichen Wen, Biqing Qi, Dongrui Liu, Linfeng Zhang

专题命中推理与问题求解：prompting(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL

2510.08705 2025-10-13 cs.RO cs.AI 85%

ConPoSe: LLM-Guided Contact Point Selection for Scalable Cooperative Object Pushing

Noah Steinkrüger, Nisarga Nilavadi, Wolfram Burgard, Tanja Katharina Kaiser

机构 * Department of Computer Science and Artificial Intelligence, University of Technology Nuremberg（计算机科学与人工智能系，图恩大学）

专题命中推理与问题求解：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.AI

2506.09014 2025-10-13 cs.CL 85%

Learning to Reason Across Parallel Samples for LLM Reasoning

Jianing Qi, Xi Ye, Hao Tang, Zhigang Zhu, Eunsol Choi

机构 * CUNY Grad Center（纽约大学研究生中心）； Princeton University（普林斯顿大学）； BMCC（布鲁克林社区学院）； CCNY（城市学院）； New York University（纽约大学）

专题命中推理与问题求解：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL

2510.08044 2025-10-10 cs.RO cs.AI 85%

Towards Reliable LLM-based Robot Planning via Combined Uncertainty Estimation

Shiyuan Yin, Chenjia Bai, Zihao Zhang, Junwei Jin, Xinxin Zhang, Chi Zhang, Xuelong Li

机构 * School of Artificial Intelligence, Henan University of Technology（河南工业大学人工智能学院）； Institute of Artificial Intelligence (TeleAI), China Telecom（中国电信人工智能研究所）

专题命中推理与问题求解：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.AI

2509.06493 2025-10-10 cs.AI 85%

Scaling up Multi-Turn Off-Policy RL and Multi-Agent Tree Search for LLM Step-Provers

Ran Xin, Zeyu Zheng, Yanchen Nie, Kun Yuan, Xia Xiao

机构 * Carnegie Mellon University（卡内基梅隆大学）； Peking University（北京大学）

专题命中推理与问题求解：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.AI

1. 推理与问题求解 18875 篇

From Narrative to Action: A Hierarchical LLM-Agent Framework for Human Mobility Generation

Iti-Validator: A Guardrail Framework for Validating and Correcting LLM-Generated Itineraries

Addressing the alignment problem in transportation policy making: an LLM approach

Hierarchical Language Models for Semantic Navigation and Manipulation in an Aerial-Ground Robotic System

Butter-Bench: Evaluating LLM Controlled Robots for Practical Intelligence

RSafe: Incentivizing proactive reasoning to build robust and adaptive LLM safeguards

Reinforced Latent Reasoning for LLM-based Recommendation

The Influence of Human-inspired Agentic Sophistication in LLM-driven Strategic Reasoners

LLM-Integrated Bayesian State Space Models for Multimodal Time-Series Forecasting

Count Counts: Motivating Exploration in LLM Reasoning with Count-based Intrinsic Rewards

LLM Bazaar: A Service Design for Supporting Collaborative Learning with an LLM-Powered Multi-Party Collaboration Infrastructure

LLM-Based Multi-Agent System for Simulating and Analyzing Marketing and Consumer Behavior

Intent-Driven LLM Ensemble Planning for Flexible Multi-Robot Disassembly: Demonstration on EV Batteries

EEschematic: Multimodal-LLM Based AI Agent for Schematic Generation of Analog Circuit

Tutoring LLM into a Better CUDA Optimizer

TriAgent: Automated Biomarker Discovery with Deep Research Grounding for Triage in Acute Care by LLM-Based Multi-Agent Collaboration

SHANKS: Simultaneous Hearing and Thinking for Spoken Language Models

O-Forge: An LLM + Computer Algebra Framework for Asymptotic Analysis

Spatio-Temporal LLM: Reasoning about Environments and Actions

Scaling LLM Planning: NL2FLOW for Parametric Problem Generation and Rigorous Evaluation

Empowering LLM Agents with Geospatial Awareness: Toward Grounded Reasoning for Wildfire Response

Agents of Change: Self-Evolving LLM Agents for Strategic Planning

Are Language Models Consequentialist or Deontological Moral Reasoners?

Unifying Tree Search Algorithm and Reward Design for LLM Reasoning: A Survey

Fortifying LLM-Based Code Generation with Graph-Based Reasoning on Secure Coding Practices

Thinking Inside the Mask: In-Place Prompting in Diffusion LLMs

ConPoSe: LLM-Guided Contact Point Selection for Scalable Cooperative Object Pushing

Learning to Reason Across Parallel Samples for LLM Reasoning

Towards Reliable LLM-based Robot Planning via Combined Uncertainty Estimation

Scaling up Multi-Turn Off-Policy RL and Multi-Agent Tree Search for LLM Step-Provers