语言大模型 / LLM

A Causal-Guided Multimodal Large Language Model for Generalized Power System Time-Series Data Analytics

Zhenghao Zhou, Yiyan Li, Xinjie Yu, Runlong Liu, Zelin Guo, Zheng Yan, Mo-Yuen Chow, Yuqi Yang, Yang Xu

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

Assessing the Macro and Micro Effects of Random Seeds on Fine-Tuning Large Language Models

Nghia Bui, Guergana Savova, Lijing Wang

机构 * New Jersey Institute of Technology（新泽西理工学院） ； Boston Children’s Hospital and Harvard Medical School（波士顿儿童医院和哈佛医学院） 纠错

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

Comments 7 pages, 5 tables, 3 figures. Accepted at IJCNLP 2025. This is the final, peer-reviewed version of the work, which supersedes and extends the unauthorized draft previously posted as arXiv:2503.07329

LLM4PG: Adapting Large Language Model for Pathloss Map Generation via Synesthesia of Machines

Mingran Sun, Lu Bai, Xiang Cheng, Jianjun Wu

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

Fine-tuning Large Language Models with Limited Data: A Survey and Practical Guide

Marton Szep, Daniel Rueckert, Rüdiger von Eisenhart-Rothe, Florian Hinterwimmer

机构 * Chair for AI in Healthcare and Medicine, Technical University of Munich (TUM) and TUM University Hospital（人工智能在医疗与医学中的chair，技术大学慕尼黑（TUM）和慕尼黑技术大学医院） ； Department of Orthopaedics and Sports Orthopaedics, TUM University Hospital（骨科与运动骨科，慕尼黑技术大学医院） ； Munich Center for Machine Learning (MCML), Munich, Germany（慕尼黑机器学习中心（MCML）） ； Department of Computing, Imperial College London, UK（计算系，帝国理工学院伦敦） 纠错

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

Comments Accepted to TACL. Pre-MIT Press version. Major restructuring; added preference alignment section and additional tables. 36 pages

Explaining Large Language Models with gSMILE

Zeinab Dehghani, Mohammed Naveed Akram, Koorosh Aslansefat, Adil Khan, Yiannis Papadopoulos

机构 * University of Hull（赫尔大学） ； Fraunhofer IESE（弗劳恩霍夫研究所） 纠错

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

On-device System of Compositional Multi-tasking in Large Language Models

Ondrej Bohdal, Konstantinos Theodosiadis, Asterios Mpatziakas, Dimitris Filippidis, Iro Spyrou, Christos Zonios, Anastasios Drosou, Dimosthenis Ioannidis, Kyeng-Hun Lee, Jijoong Moon, Hyeonmok Ko, Mete Ozay, Umberto Michieli

机构 * Samsung R&D Institute UK（三星英国研发中心） ； CERTH（希腊CERTH） ； Samsung Research（三星研究） 纠错

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

Comments Accepted at EMNLP 2025 (industry track)

OS-HGAdapter: Open Semantic Hypergraph Adapter for Large Language Models Assisted Entropy-Enhanced Image-Text Alignment

Rongjun Chen, Chengsi Yao, Jinchang Ren, Xianxian Zeng, Peixian Wang, Jun Yuan, Jiawen Li, Huimin Zhao, Xu Lu

机构 * School of Computer Science, Guangdong Polytechnic Normal University（广东 polytechnic 正规大学计算机学院） 纠错

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

Group Relative Policy Optimization for Text-to-Speech with Large Language Models

Chang Liu, Ya-Jun Hu, Ying-Ying Gao, Shi-Lei Zhang, Zhen-Hua Ling

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

Comments 5 pages,submitted to ICASSP2026

Enhancing Speech Large Language Models with Prompt-Aware Mixture of Audio Encoders

Weiqiao Shan, Yuang Li, Yuhao Zhang, Yingfeng Luo, Chen Xu, Xiaofeng Zhao, Long Meng, Yunfei Lu, Min Zhang, Hao Yang, Tong Xiao, Jingbo Zhu

机构 * School of Computer Science and Engineering, Northeastern University（东北大学计算机科学与工程学院） ； Huawei Translation Services Center（华为翻译服务中心） ； The Chinese University of Hong Kong, Shenzhen（香港中文大学（深圳）） ； College of Computer Science and Technology, Harbin Engineering University（哈尔滨工程大学计算机科学与技术学院） ； NiuTrans Research（NiuTrans研究院） 纠错

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

Comments 16 pages,5 figures, 13 tables, to be published in EMNLP 2025 main conference

LLM4MG: Adapting Large Language Model for Multipath Generation via Synesthesia of Machines

Ziwei Huang, Shiliang Lu, Lu Bai, Xuesong Cai, Xiang Cheng

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

LLM4SG: Adapting Large Language Model for Scatterer Generation via Synesthesia of Machines

Zengrui Han, Lu Bai, Ziwei Huang, Xiang Cheng

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

Towards Explainable Vulnerability Detection with Large Language Models

Qiheng Mao, Zhenhao Li, Xing Hu, Kui Liu, Xin Xia, Jianling Sun

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

RobotxR1: Enabling Embodied Robotic Intelligence on Large Language Models through Closed-Loop Reinforcement Learning

Liam Boyle, Nicolas Baumann, Paviththiren Sivasothilingam, Michele Magno, Luca Benini

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

Automated Bug Triaging using Instruction-Tuned Large Language Models

Kiana Kiashemshaki, Arsham Khosravani, Alireza Hosseinpour, Arshia Akhavan

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

Comments 11 pages, 7 figures

ExpVG: Investigating the Design Space of Visual Grounding in Multimodal Large Language Model

Weitai Kang, Weiming Zhuang, Zhizhong Li, Yan Yan, Lingjuan Lyu

机构 * University of Illinois Chicago（伊利诺伊大学香槟分校） ； Sony AI（索尼人工智能） 纠错

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

Comments 8 pages for the main paper

Consiglieres in the Shadow: Understanding the Use of Uncensored Large Language Models in Cybercrimes

Zilong Lin, Zichuan Li, Xiaojing Liao, XiaoFeng Wang

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

CoherenDream: Boosting Holistic Text Coherence in 3D Generation via Multimodal Large Language Models Feedback

Chenhan Jiang, Yihan Zeng, Dit-Yan Yeung

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

DocThinker: Explainable Multimodal Large Language Models with Rule-based Reinforcement Learning for Document Understanding

Wenwen Yu, Zhibo Yang, Yuliang Liu, Xiang Bai

机构 * Huazhong University of Science and Technology（华中科技大学） ； Alibaba Group（阿里巴巴集团） 纠错

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

Comments ICCV 2025

Democratizing Diplomacy: A Harness for Evaluating Any Large Language Model on Full-Press Diplomacy

Alexander Duffy, Samuel J Paech, Ishana Shastri, Elizabeth Karpinski, Baptiste Alloui-Cros, Tyler Marques, Matthew Lyle Olson

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

The Impact of Fine-tuning Large Language Models on Automated Program Repair

Roman Macháček, Anastasiia Grishina, Max Hort, Leon Moonen

机构 * Simula Research Laboratory（Simula研究实验室） ； University of Bern（伯尔尼大学） 纠错

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

Comments Accepted for publication in the research track of the 41th International Conference on Software Maintenance and Evolution (ICSME 2025)

Understanding the Supply Chain and Risks of Large Language Model Applications

Yujie Ma, Lili Quan, Xiaofei Xie, Qiang Hu, Jiongchi Yu, Yao Zhang, Sen Chen

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

Comments 26 pages

Can Large Language Models Predict Audio Effects Parameters from Natural Language?

Seungheon Doh, Junghyun Koo, Marco A. Martínez-Ramírez, Wei-Hsiang Liao, Juhan Nam, Yuki Mitsufuji

机构 * Sony Group Corporation, Japan（索尼集团有限公司，日本） 纠错

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

Comments Accepted for publication at The IEEE Workshop on Applications of Signal Processing to Audio and Acoustics (WASPAA)

Accelerating Automatic Program Repair with Dual Retrieval-Augmented Fine-Tuning and Patch Generation on Large Language Models

Hanyang Guo, Xiaoheng Xie, Hong-Ning Dai, Peng Di, Yu Zhang, Bishenghui Tao, Zibin Zheng

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

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models

Ziyin Zhou, Yunpeng Luo, Yuanchen Wu, Ke Sun, Jiayi Ji, Ke Yan, Shouhong Ding, Xiaoshuai Sun, Yunsheng Wu, Rongrong Ji

机构 * Key Laboratory of Multimedia Trusted Perception and Efficient Computing, Ministry of Education of China, Xiamen University（中国教育部多媒体可信感知与高效计算重点实验室，厦门大学） ； Tencent YouTu Lab（腾讯YouTu实验室） 纠错

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

Comments Accepted to ICCV 2025

Enhancement Report Approval Prediction: A Comparative Study of Large Language Models

Haosheng Zuo, Feifei Niu, Chuanyi Li

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

S$^3$: Social-network Simulation System with Large Language Model-Empowered Agents

Chen Gao, Xiaochong Lan, Zhihong Lu, Jinzhu Mao, Jinghua Piao, Huandong Wang, Depeng Jin, Yong Li

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

USPilot: An Embodied Robotic Assistant Ultrasound System with Large Language Model Enhanced Graph Planner

Mingcong Chen, Siqi Fan, Guanglin Cao, Yun-hui Liu, Hongbin Liu

机构 * Department of Biomedical Engineering, City University of Hong Kong（城市大学生物医学工程系） ； Department of Mechanical and Automation Engineering, Chinese University of Hong Kong（香港中文大学机械与自动化工程系） ； Centre for Artificial Intelligence and Robotics Hong Kong Institute of Science & Innovation, Chinese Academy of Sciences（中国科学院香港科学与创新研究院人工智能与机器人中心） ； Institute of Automation, Chinese Academy of Sciences（中国科学院自动化研究所） ； Department of Surgical and Interventional Engineering, King’s College London（伦敦国王学院外科与介入工程系） 纠错

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

ReLearn: Unlearning via Learning for Large Language Models

Haoming Xu, Ningyuan Zhao, Liming Yang, Sendong Zhao, Shumin Deng, Mengru Wang, Bryan Hooi, Nay Oo, Huajun Chen, Ningyu Zhang

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

Comments ACL 2025

PriFFT: Privacy-preserving Federated Fine-tuning of Large Language Models via Hybrid Secret Sharing

Zhichao You, Xuewen Dong, Ke Cheng, Xutong Mu, Jiaxuan Fu, Shiyang Ma, Qiang Qu, Yulong Shen

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

IAA: Inner-Adaptor Architecture Empowers Frozen Large Language Model with Multimodal Capabilities

Bin Wang, Chunyu Xie, Dawei Leng, Yuhui Yin

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

Comments AAAI 2025