语言大模型 / LLM - arXivDaily 专题

2508.02502 2025-08-05 cs.CL 89%

From Monolingual to Bilingual: Investigating Language Conditioning in Large Language Models for Psycholinguistic Tasks

Shuzhou Yuan, Zhan Qu, Mario Tawfelis, Michael Färber

机构 * ScaDS.AI and TU Dresden（ScaDS.AI 和梵高大学）

专题命中指令微调：large language model(title,abstract)；language model(title,abstract)；prompting(abstract)；分类 cs.CL

2507.21274 2025-07-30 cs.LG 89%

Large Language Model-Enhanced Reinforcement Learning for Diverse and Novel Recommendations

Jiin Woo, Alireza Bagheri Garakani, Tianchen Zhou, Zhishen Huang, Yan Gao

机构 * Carnegie Mellon University（卡内基梅隆大学）； Amazon（亚马逊）

专题命中指令微调：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.LG

2506.00831 2025-07-29 cs.CR cs.AI 89%

A Large Language Model-Supported Threat Modeling Framework for Transportation Cyber-Physical Systems

M Sabbir Salek, Mashrur Chowdhury, Muhaimin Bin Munir, Yuchen Cai, Mohammad Imtiaz Hasan, Jean-Michel Tine, Latifur Khan, Mizanur Rahman

专题命中指令微调：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.AI

2504.08490 2025-07-29 cs.SE cs.AI 89%

Adopting Large Language Models to Automated System Integration

Robin D. Pesl

机构 * University of Stuttgart, Stuttgart, Germany（斯图加特大学）

专题命中指令微调：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.AI

Comments This preprint has not undergone peer review (when applicable) or any post-submission improvements or corrections. The Version of Record of this contribution is published in Intelligent Information Systems. CAiSE 2025. Lecture Notes in Business Information Processing, vol 557. Springer, Cham., and is available online at https://doi.org/10.1007/978-3-031-94590-8_37

Journal ref Intelligent Information Systems. CAiSE 2025. Lecture Notes in Business Information Processing, vol 557. Springer, Cham

2507.10630 2025-07-16 cs.AI cs.SE 89%

Enhancing the Capabilities of Large Language Models for API calls through Knowledge Graphs

Ye Yang, Xue Xiao, Ping Yin, Taotao Xie

专题命中指令微调：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.AI

2505.11079 2025-07-09 cs.SD cs.CL eess.AS 89%

ALLM4ADD: Unlocking the Capabilities of Audio Large Language Models for Audio Deepfake Detection

Hao Gu, Jiangyan Yi, Chenglong Wang, Jianhua Tao, Zheng Lian, Jiayi He, Yong Ren, Yujie Chen, Zhengqi Wen

机构 * Institute of Automation, Chinese Academy of Sciences（中国科学院自动化研究所）； Department of Automation, Tsinghua University（清华大学自动化系）； Taizhou University（台州大学）； Anhui University（安徽大学）； Beijing National Research Center for Information Science and Technology,Tsinghua University（北京信息科学与技术国家研究中心，清华大学）

专题命中指令微调：large language model(title,abstract)；language model(title,abstract)；prompting(abstract)；分类 cs.CL

Comments Accepted by ACMMM 2025

2507.04149 2025-07-08 cs.CL 89%

Large Language Models for Zero-Shot Multicultural Name Recognition

Thanakorn Phonchai, Surasakdi Siripong, Nicholas Patterson, Owen Campbell

机构 * Walailak University（瓦拉拉克大学）

专题命中指令微调：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.CL

2505.14518 2025-07-02 eess.AS cs.CL cs.SD 89%

Teaching Audio-Aware Large Language Models What Does Not Hear: Mitigating Hallucinations through Synthesized Negative Samples

Chun-Yi Kuan, Hung-yi Lee

机构 * Graduate Institute of Communication Engineering（通信工程研究生院）

专题命中指令微调：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.CL

Comments Accepted to Interspeech 2025. Project Website: https://kuan2jiu99.github.io/Balsa

2506.22813 2025-07-01 cs.CL 89%

Selecting and Merging: Towards Adaptable and Scalable Named Entity Recognition with Large Language Models

Zhuojun Ding, Wei Wei, Chenghao Fan

机构 * School of Computer Science & Technology, Huazhong University of Science and Technology（计算机科学与技术学院，华中科技大学）

专题命中指令微调：large language model(title,abstract)；language model(title,abstract)；SFT(abstract)；分类 cs.CL

2506.22679 2025-07-01 cs.CL 89%

Assessing the feasibility of Large Language Models for detecting micro-behaviors in team interactions during space missions

Ankush Raut, Projna Paromita, Sydney Begerowski, Suzanne Bell, Theodora Chaspari

机构 * University of Colorado Boulder（科罗拉多大学博尔德分校）； National Aeronautics and Space Administration（美国国家航空航天局）

专题命中指令微调：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.CL

Comments 5 pages, 4 figures. Accepted to Interspeech 2025

2411.10557 2025-07-01 cs.CL 89%

MLAN: Language-Based Instruction Tuning Preserves and Transfers Knowledge in Multimodal Language Models

Jianhong Tu, Zhuohao Ni, Nicholas Crispino, Zihao Yu, Michael Bendersky, Beliz Gunel, Ruoxi Jia, Xin Liu, Lingjuan Lyu, Dawn Song, Chenguang Wang

机构 * Washington University in St. Louis（华盛顿大学圣路易斯分校）； The University of British Columbia（不列颠哥伦比亚大学）； Google Research（谷歌研究）； Virginia Tech（弗吉尼亚理工大学）； University of California, Davis（加州大学戴维斯分校）； Sony AI（索尼人工智能）； University of California, Berkeley（加州大学伯克利分校）

专题命中指令微调：language model(title,abstract)；instruction tuning(title,abstract)；large language model(abstract)；分类 cs.CL

2409.09510 2025-06-27 cs.CL 89%

Comparing Retrieval-Augmentation and Parameter-Efficient Fine-Tuning for Privacy-Preserving Personalization of Large Language Models

Alireza Salemi, Hamed Zamani

机构 * University of Massachusetts Amherst（马萨诸塞大学阿默斯特分校）

专题命中指令微调：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.CL

2406.02481 2025-06-27 cs.CL cs.CR 89%

Large Language Models as Carriers of Hidden Messages

Jakub Hoscilowicz, Pawel Popiolek, Jan Rudkowski, Jedrzej Bieniasz, Artur Janicki

机构 * Institute of Telecommunications, Warsaw University of Technology（电信研究所，华沙技术大学）

专题命中指令微调：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.CL

Comments Accepted on SECRYPT 2025 Conference. Code is available at https://github.com/j-hoscilowic/zurek-stegano

2505.16901 2025-06-25 cs.SE cs.LG 89%

Code Graph Model (CGM): A Graph-Integrated Large Language Model for Repository-Level Software Engineering Tasks

Hongyuan Tao, Ying Zhang, Zhenhao Tang, Hongen Peng, Xukun Zhu, Bingchang Liu, Yingguang Yang, Ziyin Zhang, Zhaogui Xu, Haipeng Zhang, Linchao Zhu, Rui Wang, Hang Yu, Jianguo Li, Peng Di

机构 * Ant Group（蚂蚁集团）； ShanghaiTech University（上海科技大学）； Zhejiang University（浙江大学）； Shanghai Jiaotong University（上海交通大学）

专题命中指令微调：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.LG

Comments 35 pages, 10 figures

2409.18395 2025-06-25 cs.CR cs.AI 89%

Code Vulnerability Repair with Large Language Model using Context-Aware Prompt Tuning

Arshiya Khan, Guannan Liu, Xing Gao

机构 * University of Delaware（德克萨斯大学）； Colorado School of Mines（科罗拉多矿业学院）

专题命中指令微调：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.AI

Journal ref in 2025 IEEE Security and Privacy Workshops (SPW), San Francisco, CA, USA, 2025, pp. 283-287,

2506.14532 2025-06-18 cs.CL 89%

M2BeamLLM: Multimodal Sensing-empowered mmWave Beam Prediction with Large Language Models

Can Zheng, Jiguang He, Chung G. Kang, Guofa Cai, Zitong Yu, Merouane Debbah

机构 * Department of Electrical and Computer Engineering, Korea University（韩国大学电子与计算机工程系）； School of Computing and Information Technology, Great Bay University（大湾大学计算机与信息科技学院）； Dongguan Key Laboratory for Intelligence and Information Technology（东莞智能与信息科技重点实验室）； Great Bay Institute for Advanced Study (GBIAS)（大湾先进研究学院）； School of Information Engineering, Guangdong University of Technology（广东工业大学信息工程学院）； Center for 6G Technology, Khalifa University of Science and Technology（哈里发科技大学6G技术中心）

专题命中指令微调：large language model(title,abstract)；language model(title,abstract)；SFT(abstract)；分类 cs.CL

Comments 13 pages, 20 figures

2506.12991 2025-06-17 cs.CL 89%

Large Language Models Enhanced by Plug and Play Syntactic Knowledge for Aspect-based Sentiment Analysis

Yuanhe Tian, Xu Li, Wei Wang, Guoqing Jin, Pengsen Cheng, Yan Song

机构 * University of Washington（华盛顿大学）； University of Science and Technology of China（中国科学技术大学）； China Resources Digital Technology（中国资源数字技术）； People’s Daily Online（人民日报在线）； Sichuan University（四川大学）

专题命中指令微调：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.CL

Comments 12 pages, 4 figures

2506.12527 2025-06-17 cs.CL 89%

Detection, Classification, and Mitigation of Gender Bias in Large Language Models

Xiaoqing Cheng, Hongying Zan, Lulu Kong, Jinwang Song, Min Peng

机构 * Zhengzhou University（郑州大学）； Wuhan University（武汉大学）

专题命中指令微调：large language model(title,abstract)；language model(title,abstract)；preference optimization(abstract)；分类 cs.CL

2503.01208 2025-06-17 cs.CV cs.CL 89%

Watch Out Your Album! On the Inadvertent Privacy Memorization in Multi-Modal Large Language Models

Tianjie Ju, Yi Hua, Hao Fei, Zhenyu Shao, Yubin Zheng, Haodong Zhao, Mong-Li Lee, Wynne Hsu, Zhuosheng Zhang, 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）

专题命中指令微调：large language model(title,abstract)；language model(title,abstract)；prompting(abstract)；分类 cs.CL

Comments Accepted at ICML 2025

2506.10047 2025-06-13 cs.CR cs.CL 89%

GenBreak: Red Teaming Text-to-Image Generators Using Large Language Models

Zilong Wang, Xiang Zheng, Xiaosen Wang, Bo Wang, Xingjun Ma, Yu-Gang Jiang

专题命中指令微调：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.CL

Comments 27 pages, 7 figures

2506.07411 2025-06-10 cs.AI 89%

An Intelligent Fault Self-Healing Mechanism for Cloud AI Systems via Integration of Large Language Models and Deep Reinforcement Learning

Ze Yang, Yihong Jin, Juntian Liu, Xinhe Xu

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

专题命中指令微调：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.AI

Comments Proceedings of 2025 IEEE 8th International Conference on Advanced Electronic Materials, Computers and Software Engineering (AEMCSE 2025)

2506.04180 2025-06-05 cs.CL 89%

SuperWriter: Reflection-Driven Long-Form Generation with Large Language Models

Yuhao Wu, Yushi Bai, Zhiqiang Hu, Juanzi Li, Roy Ka-Wei Lee

专题命中指令微调：large language model(title,abstract)；language model(title,abstract)；preference optimization(abstract)；分类 cs.CL

2506.02713 2025-06-04 cs.AI 89%

Open-Set Living Need Prediction with Large Language Models

Xiaochong Lan, Jie Feng, Yizhou Sun, Chen Gao, Jiahuan Lei, Xinlei Shi, Hengliang Luo, Yong Li

机构 * Department of Electronic Engineering, BNRist, Tsinghua University（电子工程系，BNRist，清华大学）

专题命中指令微调：large language model(title,abstract)；language model(title,abstract)；instruction tuning(abstract)；分类 cs.AI

Comments ACL 2025 Findings

2506.01265 2025-06-03 cs.CL 89%

Beyond In-Context Learning: Aligning Long-form Generation of Large Language Models via Task-Inherent Attribute Guidelines

Do Xuan Long, Duong Ngoc Yen, Do Xuan Trong, Luu Anh Tuan, Kenji Kawaguchi, Shafiq Joty, Min-Yen Kan, Nancy F. Chen

机构 * National University of Singapore（国立新加坡大学）； Nanyang Technological University（南洋理工大学）； Institute for Infocomm Research (I 2 R)（信息通信研究院）； Salesforce AI Research（Salesforce人工智能研究）

专题命中指令微调：large language model(title,abstract)；language model(title,abstract)；prompting(abstract)；分类 cs.CL

Comments ACL 2025 Findings

2505.24241 2025-06-02 cs.CL 89%

Advantageous Parameter Expansion Training Makes Better Large Language Models

Naibin Gu, Yilong Chen, Zhenyu Zhang, Peng Fu, Zheng Lin, Shuohuan Wang, Yu Sun, Hua Wu, Weiping Wang, Haifeng Wang

机构 * Institute of Information Engineering, Chinese Academy of Sciences（中国科学院信息工程研究所）； School of Cyber Security, University of Chinese Academy of Sciences（中国科学院大学网络安全学院）； Baidu Inc.（百度公司）

专题命中指令微调：large language model(title,abstract)；language model(title,abstract)；instruction tuning(abstract)；分类 cs.CL

2505.21034 2025-05-28 cs.LG cs.NE 89%

LLaMEA-BO: A Large Language Model Evolutionary Algorithm for Automatically Generating Bayesian Optimization Algorithms

Wenhu Li, Niki van Stein, Thomas Bäck, Elena Raponi

专题命中指令微调：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.LG

2505.18644 2025-05-27 eess.AS cs.CL cs.SD 89%

Enhancing Generalization of Speech Large Language Models with Multi-Task Behavior Imitation and Speech-Text Interleaving

Jingran Xie, Xiang Li, Hui Wang, Yue Yu, Yang Xiang, Xixin Wu, Zhiyong Wu

机构 * Shenzhen International Graduate School（深圳国际研究生院）

专题命中指令微调：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.CL

Comments Accepted by Interspeech 2025

2406.01309 2025-05-26 cs.NE cs.AI 89%

REvolve: Reward Evolution with Large Language Models using Human Feedback

Rishi Hazra, Alkis Sygkounas, Andreas Persson, Amy Loutfi, Pedro Zuidberg Dos Martires

专题命中指令微调：large language model(title,abstract)；language model(title,abstract)；instruction tuning(abstract)；分类 cs.AI

Comments Published in ICLR 2025. Project page: https://rishihazra.github.io/REvolve

2402.09546 2025-05-26 cs.RO cs.AI 89%

How Secure Are Large Language Models (LLMs) for Navigation in Urban Environments?

Congcong Wen, Jiazhao Liang, Shuaihang Yuan, Hao Huang, Geeta Chandra Raju Bethala, Yu-Shen Liu, Mengyu Wang, Anthony Tzes, Yi Fang

专题命中指令微调：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.AI

2505.16559 2025-05-23 cs.CR cs.CL 89%

CTRAP: Embedding Collapse Trap to Safeguard Large Language Models from Harmful Fine-Tuning

Biao Yi, Tiansheng Huang, Baolei Zhang, Tong Li, Lihai Nie, Zheli Liu, Li Shen

机构 * College of Cyber Science, Nankai University（南开大学网络科学学院）； Shenzhen Campus of Sun Yat-sen University（中山大学深圳校区）

专题命中指令微调：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.CL

1. 指令微调 11653 篇

From Monolingual to Bilingual: Investigating Language Conditioning in Large Language Models for Psycholinguistic Tasks

Large Language Model-Enhanced Reinforcement Learning for Diverse and Novel Recommendations

A Large Language Model-Supported Threat Modeling Framework for Transportation Cyber-Physical Systems

Adopting Large Language Models to Automated System Integration

Enhancing the Capabilities of Large Language Models for API calls through Knowledge Graphs

ALLM4ADD: Unlocking the Capabilities of Audio Large Language Models for Audio Deepfake Detection

Large Language Models for Zero-Shot Multicultural Name Recognition

Teaching Audio-Aware Large Language Models What Does Not Hear: Mitigating Hallucinations through Synthesized Negative Samples

Selecting and Merging: Towards Adaptable and Scalable Named Entity Recognition with Large Language Models

Assessing the feasibility of Large Language Models for detecting micro-behaviors in team interactions during space missions

MLAN: Language-Based Instruction Tuning Preserves and Transfers Knowledge in Multimodal Language Models

Comparing Retrieval-Augmentation and Parameter-Efficient Fine-Tuning for Privacy-Preserving Personalization of Large Language Models

Large Language Models as Carriers of Hidden Messages

Code Graph Model (CGM): A Graph-Integrated Large Language Model for Repository-Level Software Engineering Tasks

Code Vulnerability Repair with Large Language Model using Context-Aware Prompt Tuning

M2BeamLLM: Multimodal Sensing-empowered mmWave Beam Prediction with Large Language Models

Large Language Models Enhanced by Plug and Play Syntactic Knowledge for Aspect-based Sentiment Analysis

Detection, Classification, and Mitigation of Gender Bias in Large Language Models

Watch Out Your Album! On the Inadvertent Privacy Memorization in Multi-Modal Large Language Models

GenBreak: Red Teaming Text-to-Image Generators Using Large Language Models

An Intelligent Fault Self-Healing Mechanism for Cloud AI Systems via Integration of Large Language Models and Deep Reinforcement Learning

SuperWriter: Reflection-Driven Long-Form Generation with Large Language Models

Open-Set Living Need Prediction with Large Language Models

Beyond In-Context Learning: Aligning Long-form Generation of Large Language Models via Task-Inherent Attribute Guidelines

Advantageous Parameter Expansion Training Makes Better Large Language Models

LLaMEA-BO: A Large Language Model Evolutionary Algorithm for Automatically Generating Bayesian Optimization Algorithms

Enhancing Generalization of Speech Large Language Models with Multi-Task Behavior Imitation and Speech-Text Interleaving

REvolve: Reward Evolution with Large Language Models using Human Feedback

How Secure Are Large Language Models (LLMs) for Navigation in Urban Environments?

CTRAP: Embedding Collapse Trap to Safeguard Large Language Models from Harmful Fine-Tuning