语言大模型 / LLM - arXivDaily 专题

2511.17052 2025-11-24 cs.CV 89%

PathAgent: Toward Interpretable Analysis of Whole-slide Pathology Images via Large Language Model-based Agentic Reasoning

PathAgent: 通过基于大型语言模型的代理推理实现全切片病理图像的可解释分析

Jingyun Chen, Linghan Cai, Zhikang Wang, Yi Huang, Songhan Jiang, Shenjin Huang, Hongpeng Wang, Yongbing Zhang

机构 * Harbin Institute of Technology, Shenzhen（哈尔滨工业大学（深圳））； Fudan University（复旦大学）； Sichuan University（四川大学）

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

AI总结 PathAgent通过基于大型语言模型的代理推理，实现全切片病理图像的可解释分析，展现出强大的零样本泛化能力和临床应用潜力。

Comments 11 pages, 6 figures

2511.10207 2025-11-14 eess.SY cs.SY 89%

Generalized Intelligence for Tactical Decision-Making: Large Language Model-Driven Dynamic Weapon Target Assignment

Johannes Autenrieb, Ole Ostermann

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

Comments 8 Pages, 6 figures, submitted to IEEE Transactions on Aerospace and Electronic Systems

2511.10017 2025-11-14 cs.CV 89%

AffordBot: 3D Fine-grained Embodied Reasoning via Multimodal Large Language Models

Xinyi Wang, Xun Yang, Yanlong Xu, Yuchen Wu, Zhen Li, Na Zhao

机构 * University of Science and Technology of China（科学技术大学）； Singapore University of Technology and Design（新加坡科技设计大学）； Chinese University of Hong Kong, Shenzhen（香港中文大学（深圳））

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

Comments NeurIPS 2025

2511.06888 2025-11-12 cs.CV 89%

A Two-Stage System for Layout-Controlled Image Generation using Large Language Models and Diffusion Models

Jan-Hendrik Koch, Jonas Krumme, Konrad Gadzicki

机构 * Cognitive Neuroinformatics University of Bremen（认知神经信息学不莱梅大学）

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

Comments 12 pages, 5 figures

2511.05912 2025-11-11 eess.SP 89%

RadioSim Agent: Combining Large Language Models and Deterministic EM Simulators for Interactive Radio Map Analysis

Sajjad Hussain, Conor Brennan

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

Comments Submitted to EuCAP 2026

2407.18069 2025-11-10 cs.LO 89%

$\text{C}^2\text{P}$: Featuring Large Language Models with Causal Reasoning

Abdolmahdi Bagheri, Matin Alinejad, Mahdi Dehshiri, Kevin Bello, Alireza Akhondi-Asl

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

Comments arXiv admin note: text overlap with arXiv:2306.05836 by other authors

2510.12829 2025-11-07 cs.CL cs.AI cs.LG cs.LO 89%

Mathematics with large language models as provers and verifiers

Hieu Le Duc, Leo Liberti

机构 * CNRS LIX Ecole Polytechnique, Institut Polytechnique de Paris（高等理工学院巴黎理工研究所）

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

2506.21448 2025-11-06 eess.AS cs.CV cs.SD 89%

ThinkSound: Chain-of-Thought Reasoning in Multimodal Large Language Models for Audio Generation and Editing

Huadai Liu, Kaicheng Luo, Jialei Wang, Wen Wang, Qian Chen, Zhou Zhao, Wei Xue

机构 * Hong Kong University of Science and Technology (HKUST)（香港理工大学）； Tongyi Fun Team, Alibaba Group（阿里云团队）； Zhejiang University（浙江大学）

专题命中推理与问题求解：large language model(title,abstract)；language model(title,abstract)；foundation model(abstract)

Comments Accepted by NeurIPS 2025 Main

2510.27335 2025-11-03 cs.CV 89%

Understanding the Implicit User Intention via Reasoning with Large Language Model for Image Editing

Yijia Wang, Yiqing Shen, Weiming Chen, Zhihai He

机构 * Southern University of Science and Technology, Shenzhen, China（南方科技大学）； Johns Hopkins University, Baltimore, USA（约翰霍普金斯大学）； Pengcheng Laboratory, Shenzhen, China（鹏城实验室）

专题命中推理与问题求解：large language model(title,abstract)；language model(title,abstract)；foundation model(abstract)

2510.25195 2025-10-30 cs.SE 89%

Optimizing Knowledge Utilization for Multi-Intent Comment Generation with Large Language Models

Shuochuan Li, Zan Wang, Xiaoning Du, Zhuo Wu, Jiuqiao Yu, Junjie Chen

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

2510.24509 2025-10-29 quant-ph 89%

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

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

2510.23357 2025-10-28 cs.RO 89%

Large language model-based task planning for service robots: A review

Shaohan Bian, Ying Zhang, Guohui Tian, Zhiqiang Miao, Edmond Q. Wu, Simon X. Yang, Changchun Hua

机构 * School of Electrical Engineering, Yanshan University（燕山大学电气工程学院）； Engineering Research Center of Intelligent Control System and Intelligent Equipment, Ministry of Education, Yanshan University（燕山大学智能控制与设备工程研究中心）； Hebei Key Laboratory of Intelligent Rehabilitation and Neuromodulation, Yanshan University（河北省智能康复与神经调制重点实验室）； School of Control Science and Engineering, Shandong University（山东大学控制科学与工程学院）； National Engineering Research Center of Robot Visual Perception and Control Technology, Hunan University（国家机器人视觉感知与控制技术工程研究中心）； Department of Automation, Shanghai Jiao Tong University（上海交通大学自动化系）； Advanced Robotics and Intelligent Systems Laboratory, School of Engineering, University of Guelph（圭尔夫大学工程学院先进机器人与智能系统实验室）

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

Comments Submitted to Biomimetic Intelligence and Robotics for possible publication

2502.21309 2025-10-28 cs.CL cs.AI cs.LG 89%

Reasoning is Periodicity? Improving Large Language Models Through Effective Periodicity Modeling

Yihong Dong, Ge Li, Xue Jiang, Yongding Tao, Kechi Zhang, Hao Zhu, Huanyu Liu, Jiazheng Ding, Jia Li, Jinliang Deng, Hong Mei

机构 * School of Computer Science, Peking University（北京大学计算机学院）； aiXcoder ； The Hong Kong University of Science and Technology（香港科学与技术大学）； Advanced Institute of Big Data（大数据高级研究院）

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

Comments Accepted to NeurIPS'25

2410.17266 2025-10-28 q-fin.RM cs.AI cs.CL cs.LG q-fin.CP 89%

Temporal Relational Reasoning of Large Language Models for Detecting Stock Portfolio Crashes

Kelvin J. L. Koa, Yunshan Ma, Yi Xu, Ritchie Ng, Huanhuan Zheng, Tat-Seng Chua

机构 * National University of Singapore（新加坡国立大学）； Singapore Management University（新加坡管理学院）

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

Comments ICAIF 2025 Workshop (Oral)

2504.20571 2025-10-27 cs.LG cs.AI cs.CL 89%

Reinforcement Learning for Reasoning in Large Language Models with One Training Example

Yiping Wang, Qing Yang, Zhiyuan Zeng, Liliang Ren, Liyuan Liu, Baolin Peng, Hao Cheng, Xuehai He, Kuan Wang, Jianfeng Gao, Weizhu Chen, Shuohang Wang, Simon Shaolei Du, Yelong Shen

机构 * University of Washington（华盛顿大学）； University of Southern California（南加州大学）； Microsoft（微软）； University of California, Santa Cruz（加州大学圣克鲁兹分校）； Georgia Institute of Technology（佐治亚理工学院）

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

Comments link: https://github.com/ypwang61/One-Shot-RLVR

2510.13095 2025-10-22 cs.IR 89%

Retrieval-in-the-Chain: Bootstrapping Large Language Models for Generative Retrieval

Yingchen Zhang, Ruqing Zhang, Jiafeng Guo, Wenjun Peng, Sen Li, Fuyu Lv

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

2505.23564 2025-10-22 cs.LG cs.AI cs.CL 89%

Segment Policy Optimization: Effective Segment-Level Credit Assignment in RL for Large Language Models

Yiran Guo, Lijie Xu, Jie Liu, Dan Ye, Shuang Qiu

机构 * Institute of Software, Chinese Academy of Sciences（中国科学院软件研究所）； University of Chinese Academy of Sciences（中国科学院大学）； City University of Hong Kong（香港城市大学）

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

Comments Accepted at NeurIPS 2025

2510.17164 2025-10-21 cs.SE 89%

Software Testing with Large Language Models: An Interview Study with Practitioners

Maria Deolinda Santana, Cleyton Magalhaes, Ronnie de Souza Santos

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

2303.06689 2025-10-21 cs.SE 89%

Self-planning Code Generation with Large Language Models

Xue Jiang, Yihong Dong, Lecheng Wang, Zheng Fang, Qiwei Shang, Ge Li, Zhi Jin, Wenpin Jiao

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

Comments Accepted by TOSEM

2510.14233 2025-10-17 cs.CR 89%

RHINO: Guided Reasoning for Mapping Network Logs to Adversarial Tactics and Techniques with Large Language Models

Fanchao Meng, Jiaping Gui, Yunbo Li, Yue Wu

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

2505.13500 2025-10-14 cs.CL cs.AI cs.LG 89%

Noise Injection Systemically Degrades Large Language Model Safety Guardrails

Prithviraj Singh Shahani, Kaveh Eskandari Miandoab, Matthias Scheutz

机构 * Tufts University（塔夫茨大学）

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

Comments 9 pages,3 figures

2505.02151 2025-10-14 cs.SE cs.CY 89%

Large Language Models are overconfident and amplify human bias

Fengfei Sun, Ningke Li, Kailong Wang, Lorenz Goette

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

2510.10148 2025-10-14 cs.SE 89%

A Systematic Study on Generating Web Vulnerability Proof-of-Concepts Using Large Language Models

Mengyao Zhao, Kaixuan Li, Lyuye Zhang, Wenjing Dang, Chenggong Ding, Sen Chen, Zheli Liu

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

2510.08354 2025-10-10 astro-ph.IM astro-ph.GA 89%

Mephisto: Self-Improving Large Language Model-Based Agents for Automated Interpretation of Multi-band Galaxy Observations

Zechang Sun, Yuan-Sen Ting, Yaobo Liang, Nan Duan, Song Huang, Zheng Cai

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

Comments 17 pages main text + 13 pages appendix. A conference abstract is available at arXiv:2409.14807. Submitted to AAS journal. Comments and feedback are welcome!

2508.20088 2025-10-06 cs.CV cs.MM cs.SD 89%

AudioStory: Generating Long-Form Narrative Audio with Large Language Models

Yuxin Guo, Teng Wang, Yuying Ge, Shijie Ma, Yixiao Ge, Wei Zou, Ying Shan

机构 * School of Artificial Intelligence, University of Chinese Academy of Sciences（中国科学院大学人工智能学院）； ARC Lab, Tencent PCG（腾讯PCG ARC实验室）； MAIS, Institute of Automation, CAS, Beijing（自动化研究所北京研究所MAIS）

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

2508.05865 2025-10-06 cs.CR cs.SE 89%

Secure and Scalable Blockchain Voting: A Comparative Framework and the Role of Large Language Models

Kiana Kiashemshaki, Elvis Nnaemeka Chukwuani, Mohammad Jalili Torkamani, Negin Mahmoudi

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

Comments 9 pages, 8 figures, 1 table

2509.24163 2025-09-30 cs.RO 89%

Preference-Based Long-Horizon Robotic Stacking with Multimodal Large Language Models

Wanming Yu, Adrian Röfer, Abhinav Valada, Sethu Vijayakumar

机构 * School of Informatics, University of Edinburgh（信息学院，爱丁堡大学）； University of Freiburg（弗赖堡大学）

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

2509.22716 2025-09-30 cs.RO 89%

Large Language Models for 3D IC Space Planning

Hung-Ying Chu, Guan-Wei Chen, Shao-Yu Wei, Yu-Cheng Lin

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

Comments Accepted at AICCC 2025

2509.19517 2025-09-29 cs.AI cs.CL cs.LG 89%

Cognitive Load Limits in Large Language Models: Benchmarking Multi-Hop Reasoning

Sai Teja Reddy Adapala

机构 * University of North Carolina at Charlotte（北卡罗来纳大学夏洛特分校）

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

2509.20713 2025-09-26 cs.CE 89%

Difference-Guided Reasoning: A Temporal-Spatial Framework for Large Language Models

Hong Su

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

1. 推理与问题求解 18837 篇

PathAgent: Toward Interpretable Analysis of Whole-slide Pathology Images via Large Language Model-based Agentic Reasoning

Generalized Intelligence for Tactical Decision-Making: Large Language Model-Driven Dynamic Weapon Target Assignment

AffordBot: 3D Fine-grained Embodied Reasoning via Multimodal Large Language Models

A Two-Stage System for Layout-Controlled Image Generation using Large Language Models and Diffusion Models

RadioSim Agent: Combining Large Language Models and Deterministic EM Simulators for Interactive Radio Map Analysis

$\text{C}^2\text{P}$: Featuring Large Language Models with Causal Reasoning

Mathematics with large language models as provers and verifiers

ThinkSound: Chain-of-Thought Reasoning in Multimodal Large Language Models for Audio Generation and Editing

Understanding the Implicit User Intention via Reasoning with Large Language Model for Image Editing

Optimizing Knowledge Utilization for Multi-Intent Comment Generation with Large Language Models

Quantum Combinatorial Reasoning for Large Language Models

Large language model-based task planning for service robots: A review

Reasoning is Periodicity? Improving Large Language Models Through Effective Periodicity Modeling

Temporal Relational Reasoning of Large Language Models for Detecting Stock Portfolio Crashes

Reinforcement Learning for Reasoning in Large Language Models with One Training Example

Retrieval-in-the-Chain: Bootstrapping Large Language Models for Generative Retrieval

Segment Policy Optimization: Effective Segment-Level Credit Assignment in RL for Large Language Models

Software Testing with Large Language Models: An Interview Study with Practitioners

Self-planning Code Generation with Large Language Models

RHINO: Guided Reasoning for Mapping Network Logs to Adversarial Tactics and Techniques with Large Language Models

Noise Injection Systemically Degrades Large Language Model Safety Guardrails

Large Language Models are overconfident and amplify human bias

A Systematic Study on Generating Web Vulnerability Proof-of-Concepts Using Large Language Models

Mephisto: Self-Improving Large Language Model-Based Agents for Automated Interpretation of Multi-band Galaxy Observations

AudioStory: Generating Long-Form Narrative Audio with Large Language Models

Secure and Scalable Blockchain Voting: A Comparative Framework and the Role of Large Language Models

Preference-Based Long-Horizon Robotic Stacking with Multimodal Large Language Models

Large Language Models for 3D IC Space Planning

Cognitive Load Limits in Large Language Models: Benchmarking Multi-Hop Reasoning

Difference-Guided Reasoning: A Temporal-Spatial Framework for Large Language Models