语言大模型 / LLM

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

Adapting Large Language Models for Improving TCP Fairness over WiFi

Shyam Kumar Shrestha, Shiva Raj Pokhrel, Jonathan Kua

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

Dynamic Universal Approximation Theory: The Basic Theory for Transformer-based Large Language Models

Wei Wang, Qing 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

Unveiling the Vulnerability of Private Fine-Tuning in Split-Based Frameworks for Large Language Models: A Bidirectionally Enhanced Attack

Guanzhong Chen, Zhenghan Qin, Mingxin Yang, Yajie Zhou, Tao Fan, Tianyu Du, Zenglin Xu

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

Comments ACM Conference on Computer and Communications Security 2024 (CCS 24)

Journal ref Proceedings of the 2024 ACM SIGSAC Conference on Computer and Communications Security (CCS'24), 2024

Imitating Language via Scalable Inverse Reinforcement Learning

Markus Wulfmeier, Michael Bloesch, Nino Vieillard, Arun Ahuja, Jorg Bornschein, Sandy Huang, Artem Sokolov, Matt Barnes, Guillaume Desjardins, Alex Bewley, Sarah Maria Elisabeth Bechtle, Jost Tobias Springenberg, Nikola Momchev, Olivier Bachem, Matthieu Geist, Martin Riedmiller

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

Comments Published at NeurIPS 2024

AdaZeta: Adaptive Zeroth-Order Tensor-Train Adaption for Memory-Efficient Large Language Models Fine-Tuning

Yifan Yang, Kai Zhen, Ershad Banijamal, Athanasios Mouchtaris, Zheng 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 Accepted for publication in EMNLP 2024

Developer Challenges on Large Language Models: A Study of Stack Overflow and OpenAI Developer Forum Posts

Khairul Alam, Kartik Mittal, Banani Roy, Chanchal Roy

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

Comments 52 pages, 6 figures

DriveGPT4: Interpretable End-to-end Autonomous Driving via Large Language Model

Zhenhua Xu, Yujia Zhang, Enze Xie, Zhen Zhao, Yong Guo, Kwan-Yee. K. Wong, Zhenguo Li, Hengshuang Zhao

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

Comments Accepted by RA-L. The project page is available at https://tonyxuqaq.github.io/projects/DriveGPT4/

Fine-tuning Large Language Models for DGA and DNS Exfiltration Detection

Md Abu Sayed, Asif Rahman, Christopher Kiekintveld, Sebastian Garcia

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

Comments Accepted in Proceedings of the Workshop at AI for Cyber Threat Intelligence (WAITI), 2024

LLM4PR: Improving Post-Ranking in Search Engine with Large Language Models

Yang Yan, Yihao Wang, Chi Zhang, Wenyuan Hou, Kang Pan, Xingkai Ren, Zelun Wu, Zhixin Zhai, Enyun Yu, Wenwu Ou, Yang Song

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

Predicting DC-Link Capacitor Current Ripple in AC-DC Rectifier Circuits Using Fine-Tuned Large Language Models

Mohamed Zeid, Subir Majumder, Hasan Ibrahim, Prasad Enjeti, Le Xie, Chao Tian

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

Comments 6 pages, 12 figures, conference

From Solitary Directives to Interactive Encouragement! LLM Secure Code Generation by Natural Language Prompting

Shigang Liu, Bushra Sabir, Seung Ick Jang, Yuval Kansal, Yansong Gao, Kristen Moore, Alsharif Abuadbba, Surya Nepal

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