语言大模型 / LLM - arXivDaily 专题

2504.17542 2025-10-15 cs.SE 89%

Cottontail: Large Language Model-Driven Concolic Execution for Highly Structured Test Input Generation

Haoxin Tu, Seongmin Lee, Yuxian Li, Peng Chen, Lingxiao Jiang, Marcel Böhme

专题命中知识编辑与模型理解：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)

Comments To appear on the 2026 IEEE Symposium on Security and Privacy (22 pages, with detailed Appendix)

2504.20684 2025-10-13 cs.RO cs.SE 89%

Identifying Uncertainty in Self-Adaptive Robotics with Large Language Models

Hassan Sartaj, Jalil Boudjadar, Mirgita Frasheri, Shaukat Ali, Peter Gorm Larsen

机构 * Simula Research Laboratory（Simula研究实验室）； Aarhus University（奥胡斯大学）

专题命中知识编辑与模型理解：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)

Journal ref IEEE Software (2025)

2510.04933 2025-10-07 cs.CL cs.AI cs.IT cs.LG cs.NE math.IT 89%

The Geometry of Truth: Layer-wise Semantic Dynamics for Hallucination Detection in Large Language Models

Amir Hameed Mir

机构 * Sirraya Labs（Sirraya实验室）

专题命中知识编辑与模型理解：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL、cs.AI、cs.LG

Comments Comments: 14 pages, 14 figures, 5 tables. Code available at: https://github.com/sirraya-tech/Sirraya_LSD_Code

2501.18460 2025-09-30 cs.SE 89%

ExeCoder: Empowering Large Language Models with Executability Representation for Code Translation

Minghua He, Yue Chen, Fangkai Yang, Pu Zhao, Wenjie Yin, Yu Kang, Qingwei Lin, Saravan Rajmohan, Dongmei Zhang

专题命中知识编辑与模型理解：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)

Comments EMNLP 2025 (Oral)

2509.14554 2025-09-19 cs.CY 89%

Generative Large Language Models for Knowledge Representation: A Systematic Review of Concept Map Generation

Xiaoming Zhai

专题命中知识编辑与模型理解：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)

2505.23657 2025-09-16 cs.CL cs.AI cs.LG 89%

Active Layer-Contrastive Decoding Reduces Hallucination in Large Language Model Generation

Hongxiang Zhang, Hao Chen, Muhao Chen, Tianyi Zhang

机构 * Purdue University（普渡大学）； University of California, Davis（加州大学戴维斯分校）

专题命中知识编辑与模型理解：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL、cs.AI、cs.LG

Comments 19 pages, 3 figures, EMNLP 2025

2509.07925 2025-09-10 cs.CL cs.AI cs.LG 89%

GENUINE: Graph Enhanced Multi-level Uncertainty Estimation for Large Language Models

Tuo Wang, Adithya Kulkarni, Tyler Cody, Peter A. Beling, Yujun Yan, Dawei Zhou

机构 * Virginia Polytechnic Institute and State University（弗吉尼亚理工学院和州立大学）； Ball State University（巴尔的摩州立大学）； Dartmouth College（达特茅斯学院）

专题命中知识编辑与模型理解：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL、cs.AI、cs.LG

Comments Accepted by EMNLP 2025

2509.04442 2025-09-05 cs.LG cs.AI cs.CL cs.IR 89%

Delta Activations: A Representation for Finetuned Large Language Models

Zhiqiu Xu, Amish Sethi, Mayur Naik, Ser-Nam Lim

机构 * University of Pennsylvania（宾夕法尼亚大学）； University of Central Florida（佛罗里达中央大学）

专题命中知识编辑与模型理解：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL、cs.AI、cs.LG

2508.08274 2025-08-13 cs.CL cs.AI cs.LG 89%

Distilling Knowledge from Large Language Models: A Concept Bottleneck Model for Hate and Counter Speech Recognition

Roberto Labadie-Tamayo, Djordje Slijepčević, Xihui Chen, Adrian Jaques Böck, Andreas Babic, Liz Freimann, Christiane Atzmüller Matthias Zeppelzauer

机构 * St.Pölten University of Applied Sciences（施普伦茨大学应用科学学院）； University of Vienna（维也纳大学）

专题命中知识编辑与模型理解：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL、cs.AI、cs.LG

Comments 33 pages, 10 figures, This is a preprint of a manuscript accepted for publication in Information Processing & Management (Elsevier)

2506.10574 2025-08-12 cs.CV cs.MM cs.SD eess.AS 89%

DanceChat: Large Language Model-Guided Music-to-Dance Generation

Qing Wang, Xiaohang Yang, Yilan Dong, Naveen Raj Govindaraj, Gregory Slabaugh, Shanxin Yuan

专题命中知识编辑与模型理解：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)

2410.14252 2025-08-12 cs.HC 89%

Harmony: A Human-Aware, Responsive, Modular Assistant with a Locally Deployed Large Language Model

Ziqi Yin, Mingxin Zhang, Daisuke Kawahara

专题命中知识编辑与模型理解：large language model(title,abstract)；language model(title,abstract)；prompting(abstract)

2507.20358 2025-07-29 cs.SE 89%

Beyond Binary Moderation: Identifying Fine-Grained Sexist and Misogynistic Behavior on GitHub with Large Language Models

Tanni Dev, Sayma Sultana, Amiangshu Bosu

专题命中知识编辑与模型理解：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)

Comments The 19th ACM/IEEE International Symposium on Empirical Software Engineering and Measurement

Journal ref ESEM'2025

2507.19586 2025-07-29 cs.CL cs.AI cs.LG 89%

Mitigating Geospatial Knowledge Hallucination in Large Language Models: Benchmarking and Dynamic Factuality Aligning

Shengyuan Wang, Jie Feng, Tianhui Liu, Dan Pei, Yong Li

机构 * College of AI, Tsinghua University（清华大学人工智能学院）； Department of Electronic Engineering, BNRist, Tsinghua University（清华大学电子工程系）； School of Electronic and Information Engineering, Beijing Jiaotong University（北京交通大学电子信息学院）； Department of Computer Science and Technology, Tsinghua University（清华大学计算机科学与技术系）

专题命中知识编辑与模型理解：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL、cs.AI、cs.LG

Comments 19 pages, 9 figures

2507.15729 2025-07-22 cs.RO cs.HC 89%

Gaze-supported Large Language Model Framework for Bi-directional Human-Robot Interaction

Jens V. Rüppel, Andrey Rudenko, Tim Schreiter, Martin Magnusson, Achim J. Lilienthal

机构 * Technical University of Munich（慕尼黑技术大学）； Robert Bosch GmbH, Corporate Research（博世集团，企业研究）； Centre for Applied Autonomous Sensor Systems (AASS)（应用自主传感器系统中心（AASS））

专题命中知识编辑与模型理解：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)

Comments This paper has been accepted to the 34th IEEE International Conference on Robot and Human Interactive Communication (RO-MAN), which will be held in Eindhoven, Netherlands on August 25-29, 2025. Copyright 2025 IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for all other uses

2507.12945 2025-07-18 cs.CV 89%

Analysis of Image-and-Text Uncertainty Propagation in Multimodal Large Language Models with Cardiac MR-Based Applications

Yucheng Tang, Yunguan Fu, Weixi Yi, Yipei Wang, Daniel C. Alexander, Rhodri Davies, Yipeng Hu

机构 * Department of Medical Physics and Biomedical Engineering, University College London, UK（医学物理与生物医学工程系，伦敦大学学院）

专题命中知识编辑与模型理解：large language model(title,abstract)；language model(title,abstract)；pretraining(abstract)

Comments It is accepted by 28th International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI) 2025

2507.11809 2025-07-17 cs.CL cs.AI cs.LG 89%

Tracing Facts or just Copies? A critical investigation of the Competitions of Mechanisms in Large Language Models

Dante Campregher, Yanxu Chen, Sander Hoffman, Maria Heuss

机构 * University of Amsterdam（阿姆斯特丹大学）

专题命中知识编辑与模型理解：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL、cs.AI、cs.LG

Comments 18 Pages, 13 figures

Journal ref Transactions on Machine Learning Research (TMLR), 2025

2504.14154 2025-07-01 cs.CL cs.AI cs.LG stat.ML 89%

SConU: Selective Conformal Uncertainty in Large Language Models

Zhiyuan Wang, Qingni Wang, Yue Zhang, Tianlong Chen, Xiaofeng Zhu, Xiaoshuang Shi, Kaidi Xu

机构 * University of Electronic Science and Technology of China（电子科技大学）； Drexel University（德雷塞尔大学）； University of North Carolina at Chapel Hill（北卡罗来纳大学教堂山分校）

专题命中知识编辑与模型理解：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL、cs.AI、cs.LG

Comments Accepted by ACL 2025 Main

2407.01067 2025-06-12 cs.AI cs.CL cs.CV cs.HC cs.LG 89%

Human-like object concept representations emerge naturally in multimodal large language models

Changde Du, Kaicheng Fu, Bincheng Wen, Yi Sun, Jie Peng, Wei Wei, Ying Gao, Shengpei Wang, Chuncheng Zhang, Jinpeng Li, Shuang Qiu, Le Chang, Huiguang He

机构 * State Key Laboratory of Brain Cognition and Brain-inspired Intelligence Technology（脑认知与脑启发智能技术重点实验室）； Institute of Automation, Chinese Academy of Sciences（中国科学院自动化研究所）； School of Artificial Intelligence, University of Chinese Academy of Sciences（中国科学院大学人工智能学院）； Institute of Neuroscience, State Key Laboratory of Brain Cognition and Brain-Inspired Intelligence Technology（神经科学研究所）； CAS Center for Excellence in Brain Science and Intelligence Technology（中国科学院脑科学与智能技术卓越创新中心）； Chinese Academy of Sciences（中国科学院）

专题命中知识编辑与模型理解：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL、cs.AI、cs.LG

Comments Published on Nature Machine Intelligence

Journal ref Nature Machine Intelligence, 2025

2505.19554 2025-05-27 cs.CV 89%

Aggregated Structural Representation with Large Language Models for Human-Centric Layout Generation

Jiongchao Jin, Shengchu Zhao, Dajun Chen, Wei Jiang, Yong Li

机构 * Ant Group（蚂蚁集团）； Agency for Science, Technology and Research（科技研究局）

专题命中知识编辑与模型理解：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)

2504.18085 2025-04-28 cs.CL cs.AI cs.LG 89%

Random-Set Large Language Models

Muhammad Mubashar, Shireen Kudukkil Manchingal, Fabio Cuzzolin

专题命中知识编辑与模型理解：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL、cs.AI、cs.LG

Comments 16 pages, 6 figures

2504.14438 2025-04-22 cs.SI cs.SY eess.SY 89%

Information Diffusion and Preferential Attachment in a Network of Large Language Models

Adit Jain, Vikram Krishnamurthy, Yiming Zhang

专题命中知识编辑与模型理解：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)

2504.11696 2025-04-17 cs.NI cs.IR cs.SY eess.SY 89%

A New Paradigm of User-Centric Wireless Communication Driven by Large Language Models

Kuiyuan Ding, Caili Guo, Yang Yang, Wuxia Hu, Yonina C. Eldar

专题命中知识编辑与模型理解：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)

Comments 8 pages, 5 figures

2501.00785 2025-04-07 cs.RO 89%

Natural Multimodal Fusion-Based Human-Robot Interaction: Application With Voice and Deictic Posture via Large Language Model

Yuzhi Lai, Shenghai Yuan, Youssef Nassar, Mingyu Fan, Atmaraaj Gopal, Arihiro Yorita, Naoyuki Kubota, Matthias Rätsch

专题命中知识编辑与模型理解：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)

Comments Accepted for publication by IEEE Robotics & Automation Magazine

2502.04756 2025-04-01 cs.CL cs.AI cs.LG 89%

Concept Navigation and Classification via Open-Source Large Language Model Processing

Maël Kubli

专题命中知识编辑与模型理解：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL、cs.AI、cs.LG

Comments 36 pages, 1 figure, 5 tabels

2503.02167 2025-03-05 cs.ET cs.CY 89%

Leveraging Large Language Models for Enhanced Digital Twin Modeling: Trends, Methods, and Challenges

Linyao Yang, Shi Luo, Xi Cheng, Lei Yu

专题命中知识编辑与模型理解：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)

Comments 19 pages

2502.17814 2025-02-26 stat.ML cs.AI cs.CL cs.LG 89%

An Overview of Large Language Models for Statisticians

Wenlong Ji, Weizhe Yuan, Emily Getzen, Kyunghyun Cho, Michael I. Jordan, Song Mei, Jason E Weston, Weijie J. Su, Jing Xu, Linjun Zhang

专题命中知识编辑与模型理解：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL、cs.AI、cs.LG

2502.10675 2025-02-18 cs.CV 89%

Hierarchically-Structured Open-Vocabulary Indoor Scene Synthesis with Pre-trained Large Language Model

Weilin Sun, Xinran Li, Manyi Li, Kai Xu, Xiangxu Meng, Lei Meng

专题命中知识编辑与模型理解：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)

2409.01162 2025-02-13 cs.CV 89%

Sparsity Meets Similarity: Leveraging Long-Tail Distribution for Dynamic Optimized Token Representation in Multimodal Large Language Models

Gaotong Yu, Yi Chen, Jian Xu

专题命中知识编辑与模型理解：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)

2502.07557 2025-02-12 cs.CR 89%

JBShield: Defending Large Language Models from Jailbreak Attacks through Activated Concept Analysis and Manipulation

Shenyi Zhang, Yuchen Zhai, Keyan Guo, Hongxin Hu, Shengnan Guo, Zheng Fang, Lingchen Zhao, Chao Shen, Cong Wang, Qian Wang

专题命中知识编辑与模型理解：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)

Comments To Appear in the 34rd USENIX Security Symposium, August 13-15, 2025

2412.14660 2024-12-30 cs.CV cs.AI cs.CL cs.LG stat.ML 89%

Unveiling Uncertainty: A Deep Dive into Calibration and Performance of Multimodal Large Language Models

Zijun Chen, Wenbo Hu, Guande He, Zhijie Deng, Zheng Zhang, Richang Hong

专题命中知识编辑与模型理解：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL、cs.AI、cs.LG

Comments Accepted to COLING 2025

1. 知识编辑与模型理解 7565 篇

Cottontail: Large Language Model-Driven Concolic Execution for Highly Structured Test Input Generation

Identifying Uncertainty in Self-Adaptive Robotics with Large Language Models

The Geometry of Truth: Layer-wise Semantic Dynamics for Hallucination Detection in Large Language Models

ExeCoder: Empowering Large Language Models with Executability Representation for Code Translation

Generative Large Language Models for Knowledge Representation: A Systematic Review of Concept Map Generation

Active Layer-Contrastive Decoding Reduces Hallucination in Large Language Model Generation

GENUINE: Graph Enhanced Multi-level Uncertainty Estimation for Large Language Models

Delta Activations: A Representation for Finetuned Large Language Models

Distilling Knowledge from Large Language Models: A Concept Bottleneck Model for Hate and Counter Speech Recognition

DanceChat: Large Language Model-Guided Music-to-Dance Generation

Harmony: A Human-Aware, Responsive, Modular Assistant with a Locally Deployed Large Language Model

Beyond Binary Moderation: Identifying Fine-Grained Sexist and Misogynistic Behavior on GitHub with Large Language Models

Mitigating Geospatial Knowledge Hallucination in Large Language Models: Benchmarking and Dynamic Factuality Aligning

Gaze-supported Large Language Model Framework for Bi-directional Human-Robot Interaction

Analysis of Image-and-Text Uncertainty Propagation in Multimodal Large Language Models with Cardiac MR-Based Applications

Tracing Facts or just Copies? A critical investigation of the Competitions of Mechanisms in Large Language Models

SConU: Selective Conformal Uncertainty in Large Language Models

Human-like object concept representations emerge naturally in multimodal large language models

Aggregated Structural Representation with Large Language Models for Human-Centric Layout Generation

Random-Set Large Language Models

Information Diffusion and Preferential Attachment in a Network of Large Language Models

A New Paradigm of User-Centric Wireless Communication Driven by Large Language Models

Natural Multimodal Fusion-Based Human-Robot Interaction: Application With Voice and Deictic Posture via Large Language Model

Concept Navigation and Classification via Open-Source Large Language Model Processing

Leveraging Large Language Models for Enhanced Digital Twin Modeling: Trends, Methods, and Challenges

An Overview of Large Language Models for Statisticians

Hierarchically-Structured Open-Vocabulary Indoor Scene Synthesis with Pre-trained Large Language Model

Sparsity Meets Similarity: Leveraging Long-Tail Distribution for Dynamic Optimized Token Representation in Multimodal Large Language Models

JBShield: Defending Large Language Models from Jailbreak Attacks through Activated Concept Analysis and Manipulation

Unveiling Uncertainty: A Deep Dive into Calibration and Performance of Multimodal Large Language Models