语言大模型 / LLM - arXivDaily 专题

2510.01243 2025-10-03 cs.CL 89%

Detoxifying Large Language Models via Autoregressive Reward Guided Representation Editing

Yisong Xiao, Aishan Liu, Siyuan Liang, Zonghao Ying, Xianglong Liu, Dacheng Tao

机构 * SKLCCSE, Beihang University（北航智能计算与复杂系统研究院）； National University of Singapore（新加坡国立大学）； Zhongguancun Laboratory, Beijing（中关村实验室）； Institute of Dataspace, Hefei（合肥数据空间研究院）； Nanyang Technological University（南洋理工大学）

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

Comments Accepted to NeurIPS 25

2503.05724 2025-10-02 cs.CY cs.AI 89%

Addressing Moral Uncertainty using Large Language Models for Ethical Decision-Making

Rohit K. Dubey, Damian Dailisan, Sachit Mahajan

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

Comments 13 pages, 5 figures. All authors contributed equally to this work

2505.15229 2025-09-30 cs.CL cs.CY 89%

Multilingual Prompting for Improving LLM Generation Diversity

Qihan Wang, Shidong Pan, Tal Linzen, Emily Black

机构 * New York University（纽约大学）； Columbia University（哥伦比亚大学）

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

Comments Accepted by EMNLP 2025

2509.22121 2025-09-29 cs.LG 89%

Mind the Missing: Variable-Aware Representation Learning for Irregular EHR Time Series using Large Language Models

Jeong Eul Kwon, Joo Heung Yoon, Hyo Kyung Lee

机构 * School of Industrial Management Engineering, Korea University（韩国大学工业管理工程学院）； Division of Pulmonary, Allergy, Critical Care, and Sleep Medicine, Department of Medicine, University of Pittsburgh（匹兹堡大学医学部呼吸科、过敏科、重症医学科及睡眠医学科）

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

2505.19060 2025-09-26 cs.CL 89%

UNCERTAINTY-LINE: Length-Invariant Estimation of Uncertainty for Large Language Models

Roman Vashurin, Maiya Goloburda, Preslav Nakov, Maxim Panov

机构 * Mohamed bin Zayed University of Artificial Intelligence（莫莫德·本·扎耶德人工智能大学）

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

2509.18076 2025-09-23 cs.AI 89%

Improving Large Language Models Function Calling and Interpretability via Guided-Structured Templates

Hy Dang, Tianyi Liu, Zhuofeng Wu, Jingfeng Yang, Haoming Jiang, Tao Yang, Pei Chen, Zhengyang Wang, Helen Wang, Huasheng Li, Bing Yin, Meng Jiang

机构 * University of Notre Dame（诺丁汉大学）； Amazon（亚马逊）

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

Comments Accepted to EMNLP 2025 Main Conference

2508.06584 2025-08-12 cs.DB cs.AI 89%

Omni Geometry Representation Learning vs Large Language Models for Geospatial Entity Resolution

Kalana Wijegunarathna, Kristin Stock, Christopher B. Jones

机构 * School of Mathematical and Computational Sciences, Massey University（梅西大学数学与计算科学学院）； School of Computer Science and Informatics, Cardiff University（卡迪夫大学计算机科学与信息学院）

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

2504.10227 2025-07-30 cs.CL 89%

Probing then Editing Response Personality of Large Language Models

Tianjie Ju, Zhenyu Shao, Bowen Wang, Yujia Chen, Zhuosheng Zhang, Hao Fei, Mong-Li Lee, Wynne Hsu, Sufeng Duan, Gongshen Liu

机构 * Shanghai Jiao Tong University（上海交通大学）； National University of Singapore（新加坡国立大学）； Sichuan University（四川大学）

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

Comments Accepted at COLM 2025

2507.17477 2025-07-24 cs.AI 89%

An Uncertainty-Driven Adaptive Self-Alignment Framework for Large Language Models

Haoran Sun, Zekun Zhang, Shaoning Zeng

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

2505.19073 2025-07-22 cs.CL 89%

Towards Harmonized Uncertainty Estimation for Large Language Models

Rui Li, Jing Long, Muge Qi, Heming Xia, Lei Sha, Peiyi Wang, Zhifang Sui

机构 * Peking University（北京大学）； The Hong Kong Polytechnic University（香港理工大学）； Beihang University（北航）

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

Comments ACL 2025

2507.11356 2025-07-16 cs.CL 89%

What is the Best Process Model Representation? A Comparative Analysis for Process Modeling with Large Language Models

Alexis Brissard, Frédéric Cuppens, Amal Zouaq

机构 * Polytechnique Montréal（蒙特利尔理工学院）； LabCys（LabCys实验室）； LAMA-WeST Lab（LAMA-WeST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)；LLM(abstract)；分类 cs.CL

Comments 12 pages, 7 figures, to be published in AI4BPM 2025 Proceedings

2507.05573 2025-07-09 cs.DB cs.AI cs.SE 89%

Prompt Migration: Stabilizing GenAI Applications with Evolving Large Language Models

Shivani Tripathi, Pushpanjali Nema, Aditya Halder, Shi Qiao, Alekh Jindal

机构 * Tursio Inc.（Tursio公司）

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

2507.04752 2025-07-08 cs.CR cs.AI cs.NI 89%

Large Language Models for Network Intrusion Detection Systems: Foundations, Implementations, and Future Directions

Shuo Yang, Xinran Zheng, Xinchen Zhang, Jinfeng Xu, Jinze Li, Donglin Xie, Weicai Long, Edith C. H. Ngai

机构 * Department of Electrical and Electronic Engineering, The University of Hong Kong（香港大学电子与电气工程系）； Department of Electronic Engineering, Tsinghua University（清华大学电子工程系）； National Institute of Health Data Science, Peking University（北京大学健康数据科学国家研究院）； Data Science and Analytics Thrust, Hong Kong University of Science and Technology (Guangzhou)（香港科技大学（广州）数据科学与分析方向）

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

2506.17707 2025-06-24 cs.CV cs.AI cs.MM 89%

Programmable-Room: Interactive Textured 3D Room Meshes Generation Empowered by Large Language Models

Jihyun Kim, Junho Park, Kyeongbo Kong, Suk-Ju Kang

机构 * Department of Electronic Engineering, Sogang University（电子工程系，ソガン大学）； Department of Electrical and Electronics Engineering, Pusan National University（电气电子工程系，釜山国立大学）

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

Comments Accepted by IEEE Transactions on Multimedia

2406.13677 2025-06-18 cs.CL cs.CY 89%

Leveraging Large Language Models to Measure Gender Representation Bias in Gendered Language Corpora

Erik Derner, Sara Sansalvador de la Fuente, Yoan Gutiérrez, Paloma Moreda, Nuria Oliver

机构 * ELLIS Alicante, Spain（西班牙阿利坎特ELLIS研究所）； University of Alicante, Spain（西班牙阿利坎特大学）

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

Comments Accepted for presentation at the 6th Workshop on Gender Bias in Natural Language Processing (GeBNLP) at ACL 2025

2506.08120 2025-06-11 cs.CL 89%

Conservative Bias in Large Language Models: Measuring Relation Predictions

Toyin Aguda, Erik Wilson, Allan Anzagira, Simerjot Kaur, Charese Smiley

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

Comments 10 pages

2506.07759 2025-06-10 cs.AI cs.NE 89%

REMoH: A Reflective Evolution of Multi-objective Heuristics approach via Large Language Models

Diego Forniés-Tabuenca, Alejandro Uribe, Urtzi Otamendi, Arkaitz Artetxe, Juan Carlos Rivera, Oier Lopez de Lacalle

机构 * Vicomtech Foundation, Basque Research and Technology Alliance (BRTA)（维克姆技基金会、巴斯克研究与技术联盟（BRTA））； Department of Computer Sciences and Artificial Intelligence, University of the Basque Country (UPV/EHU)（巴斯克国家大学（UPV/EHU）计算机科学与人工智能系）； School of Applied Sciences and Engineering, Universidad EAFIT（埃法伊特大学应用科学与工程学院）； HiTZ Basque Center for Language Technology, University of the Basque Country (UPV/EHU)（巴斯克国家大学（UPV/EHU）HiTZ巴斯克语言技术中心）

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

Comments 21 pages, 5 tables, 7 figures and 4 appendixes. Pre-print submitted to IEEE Transactions on Evolutionary Computation

2503.15850 2025-06-05 cs.CL 89%

Uncertainty Quantification and Confidence Calibration in Large Language Models: A Survey

Xiaoou Liu, Tiejin Chen, Longchao Da, Chacha Chen, Zhen Lin, Hua Wei

机构 * Arizona State University（亚利桑那州立大学）； University of Chicago（芝加哥大学）； University of Illinois Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校）

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

2412.11388 2025-06-03 cs.CL 89%

INTERACT: Enabling Interactive, Question-Driven Learning in Large Language Models

Aum Kendapadi, Kerem Zaman, Rakesh R. Menon, Shashank Srivastava

机构 * UNC 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)；LLM(abstract)；分类 cs.CL

Comments 31 pages, 8 figures, 15 tables, 10 listings

2411.08534 2025-06-03 cs.CL 89%

Neural Topic Modeling with Large Language Models in the Loop

Xiaohao Yang, He Zhao, Weijie Xu, Yuanyuan Qi, Jueqing Lu, Dinh Phung, Lan Du

机构 * Faculty of IT, Monash University, Australia（莫纳什大学信息学院, 澳大利亚）； CSIRO’s Data61, Australia（CSIRO数据61, 澳大利亚）； Amazon, America（亚马逊, 美国）

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

2505.19855 2025-05-27 cs.LG 89%

Editing as Unlearning: Are Knowledge Editing Methods Strong Baselines for Large Language Model Unlearning?

Zexi Li, Xiangzhu Wang, William F. Shen, Meghdad Kurmanji, Xinchi Qiu, Dongqi Cai, Chao Wu, Nicholas D. Lane

机构 * University of Cambridge（剑桥大学）； Zhejiang University（浙江大学）

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

Comments Preprint

2503.08200 2025-05-26 cs.LG 89%

Route Sparse Autoencoder to Interpret Large Language Models

Wei Shi, Sihang Li, Tao Liang, Mingyang Wan, Guojun Ma, Xiang Wang, Xiangnan He

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

2502.15594 2025-05-26 cs.CL 89%

SafeInt: Shielding Large Language Models from Jailbreak Attacks via Safety-Aware Representation Intervention

Jiaqi Wu, Chen Chen, Chunyan Hou, Xiaojie 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)；分类 cs.CL

2412.11803 2025-05-26 cs.CL 89%

UAlign: Leveraging Uncertainty Estimations for Factuality Alignment on Large Language Models

Boyang Xue, Fei Mi, Qi Zhu, Hongru Wang, Rui Wang, Sheng Wang, Erxin Yu, Xuming Hu, Kam-Fai Wong

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

Comments Accepted in ACL2025 Main Conference

2505.16498 2025-05-23 cs.RO cs.AI 89%

Human-like Semantic Navigation for Autonomous Driving using Knowledge Representation and Large Language Models

Augusto Luis Ballardini, Miguel Ángel Sotelo

机构 * Computer Engineering Department, University of Alcalá（阿尔卡拉大学计算机工程系）

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

Comments 7 pages, 5 figures, submitted for IEEE conference

2411.04847 2025-05-23 cs.CL 89%

Prompt-Guided Internal States for Hallucination Detection of Large Language Models

Fujie Zhang, Peiqi Yu, Biao Yi, Baolei Zhang, Tong Li, Zheli Liu

机构 * School of Mathematical Sciences, Nankai University（南开大学数学科学学院）； College of Computer Science, Nankai University（南开大学计算机学院）

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

2505.11965 2025-05-20 cs.CL 89%

CCNU at SemEval-2025 Task 3: Leveraging Internal and External Knowledge of Large Language Models for Multilingual Hallucination Annotation

Xu Liu, Guanyi Chen

机构 * Hubei Provincial Key Laboratory of Artificial Intelligence and Smart Learning（湖北省人工智能与智能学习重点实验室）； National Language Resources Monitoring and Research Center for Network Media（网络媒体语言资源监测与研究中心）； School of Computer Science, Central China Normal University（中央财经大学计算机学院）

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

Comments SemEval-2025 Task 3

2505.03368 2025-05-13 cs.LG 89%

Geospatial Mechanistic Interpretability of Large Language Models

Stef De Sabbata, Stefano Mizzaro, Kevin Roitero

机构 * University of Leicester, UK（利兹大学）； University of Udine, Italy（乌迪内大学）

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

Comments Figures 2 and 3: fixed issue with min boundary in colorbar

2505.06324 2025-05-13 cs.IR cs.AI 89%

Document Attribution: Examining Citation Relationships using Large Language Models

Vipula Rawte, Ryan A. Rossi, Franck Dernoncourt, Nedim Lipka

机构 * Adobe Inc.（Adobe公司）； Adobe Research（Adobe研究院）

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

2401.14362 2025-05-12 cs.HC cs.AI cs.CY 89%

The Typing Cure: Experiences with Large Language Model Chatbots for Mental Health Support

Inhwa Song, Sachin R. Pendse, Neha Kumar, Munmun De Choudhury

机构 * Georgia Institute of Technology（佐治亚理工学院）

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

Comments The first two authors contributed equally to this work; typos corrected and post-review revisions incorporated

1. 知识编辑与模型理解 7565 篇

Detoxifying Large Language Models via Autoregressive Reward Guided Representation Editing

Addressing Moral Uncertainty using Large Language Models for Ethical Decision-Making

Multilingual Prompting for Improving LLM Generation Diversity

Mind the Missing: Variable-Aware Representation Learning for Irregular EHR Time Series using Large Language Models

UNCERTAINTY-LINE: Length-Invariant Estimation of Uncertainty for Large Language Models

Improving Large Language Models Function Calling and Interpretability via Guided-Structured Templates

Omni Geometry Representation Learning vs Large Language Models for Geospatial Entity Resolution

Probing then Editing Response Personality of Large Language Models

An Uncertainty-Driven Adaptive Self-Alignment Framework for Large Language Models

Towards Harmonized Uncertainty Estimation for Large Language Models

What is the Best Process Model Representation? A Comparative Analysis for Process Modeling with Large Language Models

Prompt Migration: Stabilizing GenAI Applications with Evolving Large Language Models

Large Language Models for Network Intrusion Detection Systems: Foundations, Implementations, and Future Directions

Programmable-Room: Interactive Textured 3D Room Meshes Generation Empowered by Large Language Models

Leveraging Large Language Models to Measure Gender Representation Bias in Gendered Language Corpora

Conservative Bias in Large Language Models: Measuring Relation Predictions

REMoH: A Reflective Evolution of Multi-objective Heuristics approach via Large Language Models

Uncertainty Quantification and Confidence Calibration in Large Language Models: A Survey

INTERACT: Enabling Interactive, Question-Driven Learning in Large Language Models

Neural Topic Modeling with Large Language Models in the Loop

Editing as Unlearning: Are Knowledge Editing Methods Strong Baselines for Large Language Model Unlearning?

Route Sparse Autoencoder to Interpret Large Language Models

SafeInt: Shielding Large Language Models from Jailbreak Attacks via Safety-Aware Representation Intervention

UAlign: Leveraging Uncertainty Estimations for Factuality Alignment on Large Language Models

Human-like Semantic Navigation for Autonomous Driving using Knowledge Representation and Large Language Models

Prompt-Guided Internal States for Hallucination Detection of Large Language Models

CCNU at SemEval-2025 Task 3: Leveraging Internal and External Knowledge of Large Language Models for Multilingual Hallucination Annotation

Geospatial Mechanistic Interpretability of Large Language Models

Document Attribution: Examining Citation Relationships using Large Language Models

The Typing Cure: Experiences with Large Language Model Chatbots for Mental Health Support