语言大模型 / LLM

UPLex: Fine-Grained Personality Control in Large Language Models via Unsupervised Lexical Modulation

Tianlong Li, Wenhao Liu, Muling Wu, Shihan Dou, Zhenghua Wang, Changze Lv, Xiaohua Wang, Xiaoqing Zheng, Xuanjing Huang

机构 * School of Computer Science, Fudan University（复旦大学计算机学院） 纠错

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

Comments EMNLP 2025 Findings

Empirical Study of Code Large Language Models for Binary Security Patch Detection

Qingyuan Li, Binchang Li, Cuiyun Gao, Shuzheng Gao, Zongjie Li

机构 * National Key Laboratory for Novel Software Technology at Nanjing University（南京大学新型软件技术国家重点实验室） ； Harbin Institute of Technology（哈尔滨工业大学） ； Chinese University of Hong Kong（香港中文大学） ； Hong Kong University of Science and Technology（香港科学大学） 纠错

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

Reinforcement Learning for Aligning Large Language Models Agents with Interactive Environments: Quantifying and Mitigating Prompt Overfitting

Mohamed Salim Aissi, Clement Romac, Thomas Carta, Sylvain Lamprier, Pierre-Yves Oudeyer, Olivier Sigaud, Laure Soulier, Nicolas Thome

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

Frozen Large Language Models Can Perceive Paralinguistic Aspects of Speech

Wonjune Kang, Junteng Jia, Chunyang Wu, Wei Zhou, Egor Lakomkin, Yashesh Gaur, Leda Sari, Suyoun Kim, Ke Li, Jay Mahadeokar, Ozlem Kalinli

机构 * Massachusetts Institute of Technology（麻省理工学院） ； Meta 纠错

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

YuLan-OneSim: Towards the Next Generation of Social Simulator with Large Language Models

Lei Wang, Heyang Gao, Xiaohe Bo, Xu Chen, Ji-Rong Wen

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

TULIP: Adapting Open-Source Large Language Models for Underrepresented Languages and Specialized Financial Tasks

İrem Demirtaş, Burak Payzun, Seçil Arslan

机构 * Data Science & AI, Prometeia SPA（数据科学与人工智能，Prometeia公司） 纠错

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

Comments IJCAI 2025 - FinLLM Workshop

Decentralized Low-Rank Fine-Tuning of Large Language Models

Sajjad Ghiasvand, Mahnoosh Alizadeh, Ramtin Pedarsani

机构 * Electrical and Computer Engineering Department, UC Santa Barbara（加州大学圣芭芭拉分校电气与计算机工程系） 纠错

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

Dream 7B: Diffusion Large Language Models

Jiacheng Ye, Zhihui Xie, Lin Zheng, Jiahui Gao, Zirui Wu, Xin Jiang, Zhenguo Li, Lingpeng Kong

机构 * The University of Hong Kong（香港大学） ； Huawei Noah’s Ark Lab（华为诺亚实验室） 纠错

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

Data Mixing Optimization for Supervised Fine-Tuning of Large Language Models

Yuan Li, Zhengzhong Liu, Eric Xing

机构 * Carnegie Mellon University（卡内基梅隆大学） ； Mohamed bin Zayed University of Artificial Intelligence（穆罕默德·本·扎耶德人工智能大学） 纠错

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

UrzaGPT: LoRA-Tuned Large Language Models for Card Selection in Collectible Card Games

Timo Bertram

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

Sign Spotting Disambiguation using Large Language Models

JianHe Low, Ozge Mercanoglu Sincan, Richard Bowden

机构 * Centre for Vision, Speech ； Signal Processing (CVSSP) University of Surrey Guildford United Kingdom ； Signal Processing (CVSSP) University of Surrey 纠错

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

Comments Accepted in the international conference on Intelligent Virtual Agents (IVA Adjunct)

Accurate and Interpretable Postmenstrual Age Prediction via Multimodal Large Language Model

Qifan Chen, Jin Cui, Cindy Duan, Yushuo Han, Yifei Shi

机构 * King’s College London（伦敦国王学院） ； Imperial College London（帝国理工学院） ； Columbia University（哥伦比亚大学） 纠错

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 Submitted to the NeurIPS 2025 Workshop GenAI4Health. Conference website: https://aihealth.ischool.utexas.edu/GenAI4HealthNeurips2025/

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） 纠错

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

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） 纠错

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

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

Adopting Large Language Models to Automated System Integration

Robin D. Pesl

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

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

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

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） 纠错

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

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） 纠错

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

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） 纠错

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

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） 纠错

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

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） 纠错

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

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） 纠错

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

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） 纠错

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

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） 纠错

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

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） 纠错

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

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） 纠错

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,

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） 纠错

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

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） 纠错

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

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） 纠错

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