语言大模型 / LLM - arXivDaily 专题

2503.11739 2025-03-18 cs.LG cs.AI cs.CL 90%

CoLLMLight: Cooperative Large Language Model Agents for Network-Wide Traffic Signal Control

Zirui Yuan, Siqi Lai, Hao Liu

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

Comments Under review, 14 pages

2503.10793 2025-03-17 cs.CR cs.SE 90%

HALURust: Exploiting Hallucinations of Large Language Models to Detect Vulnerabilities in Rust

Yu Luo, Han Zhou, Mengtao Zhang, Dylan De La Rosa, Hafsa Ahmed, Weifeng Xu, Dianxiang Xu

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

2401.10510 2025-03-10 cs.NE cs.AI cs.CL cs.LG 90%

When Large Language Models Meet Evolutionary Algorithms: Potential Enhancements and Challenges

Chao Wang, Jiaxuan Zhao, Licheng Jiao, Lingling Li, Fang Liu, Shuyuan Yang

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

Comments The article has been accepted for publication in Research

2502.01703 2025-02-05 cs.LG cs.AI cs.CL 90%

QLESS: A Quantized Approach for Data Valuation and Selection in Large Language Model Fine-Tuning

Moses Ananta, Muhammad Farid Adilazuarda, Zayd Muhammad Kawakibi Zuhri, Ayu Purwarianti, Alham Fikri Aji

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

2501.13816 2025-01-24 cs.IR 90%

Large Language Model driven Policy Exploration for Recommender Systems

Jie Wang, Alexandros Karatzoglou, Ioannis Arapakis, Joemon M. Jose

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

2501.09237 2025-01-17 cs.DC 90%

Split Fine-Tuning for Large Language Models in Wireless Networks

Songge Zhang, Guoliang Cheng, Xinyu Huang, Zuguang Li, Wen Wu, Lingyang Song, Xuemin Shen

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

Comments 14pages, 10figures

2501.05706 2025-01-13 cs.SE cs.HC 90%

Debugging Without Error Messages: How LLM Prompting Strategy Affects Programming Error Explanation Effectiveness

Audrey Salmon, Katie Hammer, Eddie Antonio Santos, Brett A. Becker

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

Comments 7 pages, 1 figure

2412.16620 2024-12-24 cs.SE 90%

A Large-scale Empirical Study on Fine-tuning Large Language Models for Unit Testing

Ye Shang, Quanjun Zhang, Chunrong Fang, Siqi Gu, Jianyi Zhou, Zhenyu Chen

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

Comments Accepted to the ACM SIGSOFT International Symposium on Software Testing and Analysis (ISSTA 2025)

2407.02987 2024-12-19 cs.LG cs.AI cs.CL 90%

LoRA-Guard: Parameter-Efficient Guardrail Adaptation for Content Moderation of Large Language Models

Hayder Elesedy, Pedro M. Esperança, Silviu Vlad Oprea, Mete Ozay

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

2402.11441 2024-12-17 cs.CL cs.AI cs.LG 90%

InfuserKI: Enhancing Large Language Models with Knowledge Graphs via Infuser-Guided Knowledge Integration

Fali Wang, Runxue Bao, Suhang Wang, Wenchao Yu, Yanchi Liu, Wei Cheng, Haifeng Chen

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

Comments 14 pages, 7 figures, EMNLP 2024 Findings

2406.16714 2024-12-11 cs.CL cs.AI cs.LG 90%

AutoDetect: Towards a Unified Framework for Automated Weakness Detection in Large Language Models

Jiale Cheng, Yida Lu, Xiaotao Gu, Pei Ke, Xiao Liu, Yuxiao Dong, Hongning Wang, Jie Tang, Minlie Huang

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

Comments EMNLP 2024 findings

2402.02549 2024-11-14 cs.CL cs.AI cs.LG 90%

Are Large Language Models Table-based Fact-Checkers?

Hanwen Zhang, Qingyi Si, Peng Fu, Zheng Lin, Weiping Wang

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

Comments CSCWD 2024

2411.00039 2024-11-04 cs.CL cs.AI cs.LG 90%

Linear Chain Transformation: Expanding Optimization Dynamics for Fine-Tuning Large Language Models

Yulong Wang, Chang Zuo, Yin Xuan, Hong Li, Ni Wei

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

Comments 9 pages, 2 figures, 4 tables

2410.04501 2024-11-04 cs.CL cs.AI cs.LG 90%

Leveraging Large Language Models for Suicide Detection on Social Media with Limited Labels

Vy Nguyen, Chau Pham

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

Comments Accepted at IEEE International Conference on Big Data 2024

2410.22552 2024-10-31 cs.CL cs.AI cs.LG 90%

Auto-Intent: Automated Intent Discovery and Self-Exploration for Large Language Model Web Agents

Jaekyeom Kim, Dong-Ki Kim, Lajanugen Logeswaran, Sungryull Sohn, Honglak Lee

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

Comments EMNLP 2024 Findings

2410.20297 2024-10-29 cs.CL cs.AI cs.LG cs.NE 90%

Fine-Tuning and Evaluating Open-Source Large Language Models for the Army Domain

Daniel C. Ruiz, John Sell

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

2310.02469 2024-10-29 cs.CL cs.AI cs.LG 90%

PrivacyMind: Large Language Models Can Be Contextual Privacy Protection Learners

Yijia Xiao, Yiqiao Jin, Yushi Bai, Yue Wu, Xianjun Yang, Xiao Luo, Wenchao Yu, Xujiang Zhao, Yanchi Liu, Quanquan Gu, Haifeng Chen, Wei Wang, Wei Cheng

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

Comments Accepted at EMNLP 2024 Main

2410.12841 2024-10-21 cs.CL cs.AI cs.HC cs.LG 90%

UniAutoML: A Human-Centered Framework for Unified Discriminative and Generative AutoML with Large Language Models

Jiayi Guo, Zan Chen, Yingrui Ji, Liyun Zhang, Daqin Luo, Zhigang Li, Yiqin Shen

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

2410.09812 2024-10-15 cs.SE 90%

Unraveling the Potential of Large Language Models in Code Translation: How Far Are We?

Qingxiao Tao, Tingrui Yu, Xiaodong Gu, Beijun Shen

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

Comments Accepted to APSEC 2024

2401.17019 2024-10-14 cs.SE 90%

Towards Generating Executable Metamorphic Relations Using Large Language Models

Seung Yeob Shin, Fabrizio Pastore, Domenico Bianculli, Alexandra Baicoianu

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

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 Communications in Computer and Information Science (CCIS, volume 2178), and is available online at https://doi.org/10.1007/978-3-031-70245-7_9

2410.03818 2024-10-08 cs.LG cs.AI cs.CL 90%

Large Language Models can be Strong Self-Detoxifiers

Ching-Yun Ko, Pin-Yu Chen, Payel Das, Youssef Mroueh, Soham Dan, Georgios Kollias, Subhajit Chaudhury, Tejaswini Pedapati, Luca Daniel

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

Comments 20 pages

2402.02636 2024-09-11 cs.CL cs.AI cs.IT cs.LG math.IT 90%

Can Large Language Models Learn Independent Causal Mechanisms?

Gaël Gendron, Bao Trung Nguyen, Alex Yuxuan Peng, Michael Witbrock, Gillian Dobbie

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

Comments 20 pages, 7 pages for the main paper and 13 pages for references and appendices, 17 figures

2406.08987 2024-07-29 cs.NE 90%

Autonomous Multi-Objective Optimization Using Large Language Model

Yuxiao Huang, Shenghao Wu, Wenjie Zhang, Jibin Wu, Liang Feng, Kay Chen Tan

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

Comments 14 pages, 11 figures, 6 tables

2407.16896 2024-07-25 cs.CY cs.AI cs.CL cs.LG 90%

Free to play: UN Trade and Development's experience with developing its own open-source Retrieval Augmented Generation Large Language Model application

Daniel Hopp

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

2407.12821 2024-07-19 cs.CL cs.AI cs.LG 90%

AutoFlow: Automated Workflow Generation for Large Language Model Agents

Zelong Li, Shuyuan Xu, Kai Mei, Wenyue Hua, Balaji Rama, Om Raheja, Hao Wang, He Zhu, Yongfeng Zhang

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

Comments Open source code available at https://github.com/agiresearch/AutoFlow

2402.07485 2024-06-13 cs.SD eess.AS 90%

MINT: Boosting Audio-Language Model via Multi-Target Pre-Training and Instruction Tuning

Hang Zhao, Yifei Xin, Zhesong Yu, Bilei Zhu, Lu Lu, Zejun Ma

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

2310.05492 2024-06-10 cs.CL cs.AI cs.LG 90%

How Abilities in Large Language Models are Affected by Supervised Fine-tuning Data Composition

Guanting Dong, Hongyi Yuan, Keming Lu, Chengpeng Li, Mingfeng Xue, Dayiheng Liu, Wei Wang, Zheng Yuan, Chang Zhou, Jingren Zhou

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

Comments Accepted to ACL 2024 Main Conference

2402.12343 2024-06-07 cs.CL cs.AI cs.LG 90%

Emulated Disalignment: Safety Alignment for Large Language Models May Backfire!

Zhanhui Zhou, Jie Liu, Zhichen Dong, Jiaheng Liu, Chao Yang, Wanli Ouyang, Yu Qiao

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

Comments ACL 2024

2308.04662 2024-05-21 cs.CR 90%

VulLibGen: Generating Names of Vulnerability-Affected Packages via a Large Language Model

Tianyu Chen, Lin Li, Liuchuan Zhu, Zongyang Li, Xueqing Liu, Guangtai Liang, Qianxiang Wang, Tao Xie

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

Comments ACL 2024 Main Conference

2405.01413 2024-05-03 cs.CV cs.AI cs.CL cs.LG 90%

MiniGPT-3D: Efficiently Aligning 3D Point Clouds with Large Language Models using 2D Priors

Yuan Tang, Xu Han, Xianzhi Li, Qiao Yu, Yixue Hao, Long Hu, Min Chen

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

Comments 17 pages, 9 figures

1. 指令微调 11619 篇

CoLLMLight: Cooperative Large Language Model Agents for Network-Wide Traffic Signal Control

HALURust: Exploiting Hallucinations of Large Language Models to Detect Vulnerabilities in Rust

When Large Language Models Meet Evolutionary Algorithms: Potential Enhancements and Challenges

QLESS: A Quantized Approach for Data Valuation and Selection in Large Language Model Fine-Tuning

Large Language Model driven Policy Exploration for Recommender Systems

Split Fine-Tuning for Large Language Models in Wireless Networks

Debugging Without Error Messages: How LLM Prompting Strategy Affects Programming Error Explanation Effectiveness

A Large-scale Empirical Study on Fine-tuning Large Language Models for Unit Testing

LoRA-Guard: Parameter-Efficient Guardrail Adaptation for Content Moderation of Large Language Models

InfuserKI: Enhancing Large Language Models with Knowledge Graphs via Infuser-Guided Knowledge Integration

AutoDetect: Towards a Unified Framework for Automated Weakness Detection in Large Language Models

Are Large Language Models Table-based Fact-Checkers?

Linear Chain Transformation: Expanding Optimization Dynamics for Fine-Tuning Large Language Models

Leveraging Large Language Models for Suicide Detection on Social Media with Limited Labels

Auto-Intent: Automated Intent Discovery and Self-Exploration for Large Language Model Web Agents

Fine-Tuning and Evaluating Open-Source Large Language Models for the Army Domain

PrivacyMind: Large Language Models Can Be Contextual Privacy Protection Learners

UniAutoML: A Human-Centered Framework for Unified Discriminative and Generative AutoML with Large Language Models

Unraveling the Potential of Large Language Models in Code Translation: How Far Are We?

Towards Generating Executable Metamorphic Relations Using Large Language Models

Large Language Models can be Strong Self-Detoxifiers

Can Large Language Models Learn Independent Causal Mechanisms?

Autonomous Multi-Objective Optimization Using Large Language Model

Free to play: UN Trade and Development's experience with developing its own open-source Retrieval Augmented Generation Large Language Model application

AutoFlow: Automated Workflow Generation for Large Language Model Agents

MINT: Boosting Audio-Language Model via Multi-Target Pre-Training and Instruction Tuning

How Abilities in Large Language Models are Affected by Supervised Fine-tuning Data Composition

Emulated Disalignment: Safety Alignment for Large Language Models May Backfire!

VulLibGen: Generating Names of Vulnerability-Affected Packages via a Large Language Model

MiniGPT-3D: Efficiently Aligning 3D Point Clouds with Large Language Models using 2D Priors