语言大模型 / LLM

Proactive DDoS Detection and Mitigation in Decentralized Software-Defined Networking via Port-Level Monitoring and Zero-Training Large Language Models

Mohammed N. Swileh, Shengli Zhang

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

C-LoRA: Contextual Low-Rank Adaptation for Uncertainty Estimation in Large Language Models

Amir Hossein Rahmati, Sanket Jantre, Weifeng Zhang, Yucheng Wang, Byung-Jun Yoon, Nathan M. Urban, Xiaoning Qian

机构 * Texas A&M University（德克萨斯A&M大学） ； Brookhaven National Laboratory（布鲁克海文国家实验室） 纠错

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

Comments Conference on Neural Information Processing Systems (NeurIPS 2025)

From Memorization to Generalization: Fine-Tuning Large Language Models for Biomedical Term-to-Identifier Normalization

Suswitha Pericharla, Daniel B. Hier, Tayo Obafemi-Ajayi

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

Comments Submitted for publication to BMC BioData Mining

ParaVul: A Parallel Large Language Model and Retrieval-Augmented Framework for Smart Contract Vulnerability Detection

Tenghui Huang, Jinbo Wen, Jiawen Kang, Siyong Chen, Zhengtao Li, Tao Zhang, Dongning Liu, Jiacheng Wang, Chengjun Cai, Yinqiu Liu, Dusit Niyato

机构 * School of Automation, Guangdong University of Technology（广东科技大學自動化學院） ； College of Computer Science and Technology, Nanjing University of Aeronautics and Astronautics（南京航空航天大學計算機科學與技術學院） ； School of Cyberspace Science and Technology, Beijing Jiaotong University（北京交通大學網絡空間科學與技術學院） ； School of Computer Science and Technology, Guangdong University of Technology（廣東科技大學計算機科學與技術學院） ； College of Computing and Data Science, Nanyang Technological University（南洋理工大學計算與數據科學學院） 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

Yet Another Watermark for Large Language Models

Siyuan Bao, Ying Shi, Zhiguang Yang, Hanzhou Wu, Xinpeng Zhang

机构 * School of Communication and Information Engineering, Shanghai University（上海大学通信与信息工程学院） ； School of Big Data and Computer Science, Guizhou Normal University（贵州师范大学大数据与计算机科学学院） 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 https://scholar.google.com/citations?hl=en&user=IdiF7M0AAAAJ

Journal ref International Conference on Communications and Broadband Networking (2025)

DSCD: Large Language Model Detoxification with Self-Constrained Decoding

Ming Dong, Jinkui Zhang, Bolong Zheng, Xinhui Tu, Po Hu, Tingting He

机构 * Hubei Provincial Key Laboratory of Artificial Intelligence and Smart Learning（湖北人工智能与智能学习省级重点实验室） ； National Language Resources Monitoring and Research Center for Network Media（网络媒体语言资源监测与研究国家中心） ； Central China Normal University（中央财经大学） ； Wuhan University of Technology（武汉理工大学） 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 at EMNLP 2025 MainConference

JAI-1: A Thai-Centric Large Language Model

Attapol T. Rutherford, Jullajak Karnjanaekarin, Narongkorn Panitsrisit, Pontakorn Trakuekul, Sumana Sumanakul, Natchanon Pollertlam

机构 * Jasmine Technology Solution, Thailand ； Department of Linguistics, Chulalongkorn University, Thailand（语言学系，朱拉隆功大学） 纠错

专题命中 指令微调 ：language model(title,abstract)；large language model(title)；LLM(abstract)；post-training(abstract)

Privacy-Preserving Parameter-Efficient Fine-Tuning for Large Language Model Services

Yansong Li, Zhixing Tan, Paula Branco, Yang Liu

机构 * University of Ottawa（渥太华大学） ； Zhongguancun Laboratory（中关村实验室） ； School of Electrical Engineering and Computer Science（电气工程与计算机科学学院） ； Department of Computer Science and Technology（计算机科学与技术系） ； Institute for AI Industry Research (AIR)（人工智能产业研究院） 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

Journal ref IEEE Transactions on Audio, Speech, and Language Processing 33 (2025) 4085-4097

V2Xum-LLM: Cross-Modal Video Summarization with Temporal Prompt Instruction Tuning

Hang Hua, Yolo Yunlong Tang, Chenliang Xu, Jiebo Luo

专题命中 指令微调 ：LLM(title,abstract)；instruction tuning(title)；large language model(abstract)；language model(abstract)

Comments Accepted to AAAI 2025

Advancing TTP Analysis: Harnessing the Power of Large Language Models with Retrieval Augmented Generation

Reza Fayyazi, Rozhina Taghdimi, Shanchieh Jay Yang

机构 * Department of Electrical & Computer Engineering（电气与计算机工程系） ； Rochester Institute of Technology（罗切斯特理工学院） 纠错

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

LLMVA-GEBC: Large Language Model with Video Adapter for Generic Event Boundary Captioning

Yolo Yunlong Tang, Jinrui Zhang, Xiangchen Wang, Teng Wang, Feng Zheng

机构 * SUSTech VIP Lab（四川大学VIP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

Comments Winner solution to Generic Event Boundary Captioning task in LOVEU Challenge (CVPR 2023 workshop)

A Lightweight Large Language Model-Based Multi-Agent System for 2D Frame Structural Analysis

Ziheng Geng, Jiachen Liu, Ran Cao, Lu Cheng, Haifeng Wang, Minghui Cheng

机构 * Department of Civil and Architectural Engineering, University of Miami（迈阿密大学土木与建筑工程系） ； Department of Electrical and Computer Engineering, University of Miami（迈阿密大学电气与计算机工程系） ； College of Civil Engineering, Hunan University（湖南大学土木学院） ； Department of Computer Science, University of Illinois Chicago（伊利诺伊大学芝加哥分校计算机科学系） ； Department of Civil and Environmental Engineering, Washington State University（华盛顿州立大学土木与环境工程系） ； School of Architecture, University of Miami（迈阿密大学建筑学院） 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

Fine-tuning of Large Language Models for Domain-Specific Cybersecurity Knowledge

Yuan Huang

机构 * Shenzhen College of International Education（深圳国际教育学院） 纠错

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

A critical review of methods and challenges in large language models

Milad Moradi, Ke Yan, David Colwell, Matthias Samwald, Rhona Asgari

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

DSFT: Inspiring Diffusion Large Language Models to Comprehend Mathematical and Logical Patterns

Ranfei Chen, Ming Chen

机构 * Key Laboratory of Intelligent Information Processing, Institute of Computing Technology, Chinese Academy of Sciences, Beijing, China（智能信息处理重点实验室，计算技术研究所，中国科学院，北京，中国） ； Computer Network Information Center, Chinese Academy of Sciences, Beijing, China（计算机网络信息中心，中国科学院，北京，中国） 纠错

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

Chain of Strategy Optimization Makes Large Language Models Better Emotional Supporter

Weixiang Zhao, Xingyu Sui, Xinyang Han, Yang Deng, Yulin Hu, Jiahe Guo, Libo Qin, Qianyun Du, Shijin Wang, Yanyan Zhao, Bing Qin, Ting Liu

机构 * Harbin Institute of Technology（哈尔滨工业大学） ； Singapore Management University（新加坡管理大学） ； Central South University（中南大学） ； iFLYTEK AI Research (Central China), iFLYTEK Co., Ltd（iFLYTEK中央中国研究院，iFLYTEK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 21 pages, 9 figures, 17 tables

Audited Reasoning Refinement: Fine-Tuning Language Models via LLM-Guided Step-Wise Evaluation and Correction

Sumanta Bhattacharyya, Sara Riazi, Pedram Rooshenas

专题命中 指令微调 ：LLM(title,abstract)；language model(title)；SFT(abstract)；preference optimization(abstract)

DP-FedLoRA: Privacy-Enhanced Federated Fine-Tuning for On-Device Large Language Models

Honghui Xu, Shiva Shrestha, Wei Chen, Zhiyuan Li, Zhipeng Cai

机构 * Department of Information Technology, Kennesaw State University（信息科技系，肯纳邦大学） ； Department of Computer Science, Georgia State University（计算机科学系，佐治亚州立大学） 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

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/