语言大模型 / LLM - arXivDaily 专题

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

2404.09045 2024-04-16 cs.CL cs.AI cs.CY cs.LG 90%

Adapting Mental Health Prediction Tasks for Cross-lingual Learning via Meta-Training and In-context Learning with Large Language Model

Zita Lifelo, Huansheng Ning, Sahraoui Dhelim

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

2404.07973 2024-04-12 cs.CV 90%

Ferret-v2: An Improved Baseline for Referring and Grounding with Large Language Models

Haotian Zhang, Haoxuan You, Philipp Dufter, Bowen Zhang, Chen Chen, Hong-You Chen, Tsu-Jui Fu, William Yang Wang, Shih-Fu Chang, Zhe Gan, Yinfei Yang

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

Comments Preprint. 14 pages, 4 figures

2404.05182 2024-04-09 cs.LG cs.AI cs.CL cs.DC 90%

DLoRA: Distributed Parameter-Efficient Fine-Tuning Solution for Large Language Model

Chao Gao, Sai Qian 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

2310.00492 2024-04-05 cs.CL cs.AI cs.LG 90%

From Language Modeling to Instruction Following: Understanding the Behavior Shift in LLMs after Instruction Tuning

Xuansheng Wu, Wenlin Yao, Jianshu Chen, Xiaoman Pan, Xiaoyang Wang, Ninghao Liu, Dong Yu

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

Comments Accepted by NAACL 2024

2402.07148 2024-04-02 cond-mat.soft cond-mat.dis-nn cs.AI cs.CL cs.LG q-bio.QM 90%

X-LoRA: Mixture of Low-Rank Adapter Experts, a Flexible Framework for Large Language Models with Applications in Protein Mechanics and Molecular Design

Eric L. Buehler, Markus J. Buehler

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

2403.13325 2024-03-21 cs.IR 90%

Harnessing Large Language Models for Text-Rich Sequential Recommendation

Zhi Zheng, Wenshuo Chao, Zhaopeng Qiu, Hengshu Zhu, Hui Xiong

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

2306.04735 2024-03-06 cs.CL cs.AI cs.LG 90%

Soft-prompt Tuning for Large Language Models to Evaluate Bias

Jacob-Junqi Tian, David Emerson, Sevil Zanjani Miyandoab, Deval Pandya, Laleh Seyyed-Kalantari, Faiza Khan Khattak

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

2311.03758 2024-03-05 cs.IR 90%

Large Language Model based Long-tail Query Rewriting in Taobao Search

Wenjun Peng, Guiyang Li, Yue Jiang, Zilong Wang, Dan Ou, Xiaoyi Zeng, Derong Xu, Tong Xu, Enhong Chen

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

Comments WWW Industry

2311.06318 2024-02-20 cs.IR cs.AI cs.CL cs.LG 90%

Knowledge-Augmented Large Language Models for Personalized Contextual Query Suggestion

Jinheon Baek, Nirupama Chandrasekaran, Silviu Cucerzan, Allen herring, Sujay Kumar Jauhar

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 Web Conference (WWW) 2024

2402.09674 2024-02-16 cs.CL cs.AI cs.CR cs.LG 90%

PAL: Proxy-Guided Black-Box Attack on Large Language Models

Chawin Sitawarin, Norman Mu, David Wagner, Alexandre Araujo

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

2402.03303 2024-02-06 cs.CL cs.AI cs.LG 90%

Nevermind: Instruction Override and Moderation in Large Language Models

Edward Kim

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 11 pages

2401.14717 2024-01-29 cs.CL cs.AI cs.LG cs.SD eess.AS 90%

Turn-taking and Backchannel Prediction with Acoustic and Large Language Model Fusion

Jinhan Wang, Long Chen, Aparna Khare, Anirudh Raju, Pranav Dheram, Di He, Minhua Wu, Andreas Stolcke, Venkatesh Ravichandran

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 To appear in IEEE ICASSP 2024

1. 指令微调 11511 篇

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

Adapting Mental Health Prediction Tasks for Cross-lingual Learning via Meta-Training and In-context Learning with Large Language Model

Ferret-v2: An Improved Baseline for Referring and Grounding with Large Language Models

DLoRA: Distributed Parameter-Efficient Fine-Tuning Solution for Large Language Model

From Language Modeling to Instruction Following: Understanding the Behavior Shift in LLMs after Instruction Tuning

X-LoRA: Mixture of Low-Rank Adapter Experts, a Flexible Framework for Large Language Models with Applications in Protein Mechanics and Molecular Design

Harnessing Large Language Models for Text-Rich Sequential Recommendation

Soft-prompt Tuning for Large Language Models to Evaluate Bias

Large Language Model based Long-tail Query Rewriting in Taobao Search

Knowledge-Augmented Large Language Models for Personalized Contextual Query Suggestion

PAL: Proxy-Guided Black-Box Attack on Large Language Models

Nevermind: Instruction Override and Moderation in Large Language Models

Turn-taking and Backchannel Prediction with Acoustic and Large Language Model Fusion