语言大模型 / LLM

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

Exploring Human-Like Thinking in Search Simulations with Large Language Models

Erhan Zhang, Xingzhu Wang, Peiyuan Gong, Zixuan Yang, Jiaxin Mao

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

Aligned Better, Listen Better for Audio-Visual Large Language Models

Yuxin Guo, Shuailei Ma, Shijie Ma, Xiaoyi Bao, Chen-Wei Xie, Kecheng Zheng, Tingyu Weng, Siyang Sun, Yun Zheng, Wei Zou

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

Comments Accepted to ICLR 2025

Enhancing Large Language Models for Text-to-Testcase Generation

Saranya Alagarsamy, Chakkrit Tantithamthavorn, Wannita Takerngsaksiri, Chetan Arora, Aldeida Aleti

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

Large Language Models for Traffic and Transportation Research: Methodologies, State of the Art, and Future Opportunities

Yimo Yan, Yejia Liao, Guanhao Xu, Ruili Yao, Huiying Fan, Jingran Sun, Xia Wang, Jonathan Sprinkle, Ziyan An, Meiyi Ma, Xi Cheng, Tong Liu, Zemian Ke, Bo Zou, Matthew Barth, Yong-Hong Kuo

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

Counterfactual Token Generation in Large Language Models

Ivi Chatzi, Nina Corvelo Benz, Eleni Straitouri, Stratis Tsirtsis, Manuel Gomez-Rodriguez

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 CLeaR 2025

LoRASculpt: Sculpting LoRA for Harmonizing General and Specialized Knowledge in Multimodal Large Language Models

Jian Liang, Wenke Huang, Guancheng Wan, Qu Yang, Mang Ye

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

Comments Accepted by CVPR 2025

SPaR: Self-Play with Tree-Search Refinement to Improve Instruction-Following in Large Language Models

Jiale Cheng, Xiao Liu, Cunxiang Wang, Xiaotao Gu, Yida Lu, Dan Zhang, Yuxiao Dong, Jie Tang, Hongning Wang, Minlie Huang

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

Comments ICLR 2025

Large Language Model Enabled Multi-Task Physical Layer Network

Tianyue Zheng, Linglong Dai

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

KaSA: Knowledge-Aware Singular-Value Adaptation of Large Language Models

Fan Wang, Juyong Jiang, Chansung Park, Sunghun Kim, Jing Tang

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 The first three authors contributed equally to this work; Accepted by ICLR 2025

Improving Acoustic Side-Channel Attacks on Keyboards Using Transformers and Large Language Models

Jin Hyun Park, Seyyed Ali Ayati, Yichen Cai

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 We would like to withdraw our paper due to a significant error in the experimental methodology, which impacts the validity of our results. The error specifically affects the analysis presented in Section 4, where an incorrect dataset preprocessing step led to misleading conclusions

DLP-LoRA: Efficient Task-Specific LoRA Fusion with a Dynamic, Lightweight Plugin for Large Language Models

Yuxuan Zhang, Ruizhe Li

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 Preprint under review, 18 pages, 7 figures

Acoustic Prompt Tuning: Empowering Large Language Models with Audition Capabilities

Jinhua Liang, Xubo Liu, Wenwu Wang, Mark D. Plumbley, Huy Phan, Emmanouil Benetos

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

Comments Published at IEEE Transactions on Audio, Speech and Language Processing

Journal ref IEEE Transactions on Audio, Speech and Language Processing (2025)

ScamFerret: Detecting Scam Websites Autonomously with Large Language Models

Hiroki Nakano, Takashi Koide, Daiki Chiba

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

Comments Accepted for publication at DIMVA 2025

Filter-then-Generate: Large Language Models with Structure-Text Adapter for Knowledge Graph Completion

Ben Liu, Jihai Zhang, Fangquan Lin, Cheng Yang, Min Peng

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 COLING 2025 Main Conference

Virus: Harmful Fine-tuning Attack for Large Language Models Bypassing Guardrail Moderation

Tiansheng Huang, Sihao Hu, Fatih Ilhan, Selim Furkan Tekin, Ling Liu

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

SplitLLM: Hierarchical Split Learning for Large Language Model over Wireless Network

Songge Zhang, Guoliang Cheng, Zuguang Li, Wen Wu

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

Comments 6 pages with 2 figures

Improving the Ability of Pre-trained Language Model by Imparting Large Language Model's Experience

Xin Yin, Chao Ni, Xiaodan Xu, Xinrui Li, Xiaohu Yang

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

Arcee's MergeKit: A Toolkit for Merging Large Language Models

Charles Goddard, Shamane Siriwardhana, Malikeh Ehghaghi, Luke Meyers, Vlad Karpukhin, Brian Benedict, Mark McQuade, Jacob Solawetz

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

Comments 11 pages, 4 figures

LISA: Layerwise Importance Sampling for Memory-Efficient Large Language Model Fine-Tuning

Rui Pan, Xiang Liu, Shizhe Diao, Renjie Pi, Jipeng Zhang, Chi Han, Tong 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 NeurIPS 2024