语言大模型 / LLM - arXivDaily 专题

2503.18034 2025-06-02 cs.CV cs.CL 88%

Expanding the Boundaries of Vision Prior Knowledge in Multi-modal Large Language Models

Qiao Liang, Yanjiang Liu, Weixiang Zhou, Ben He, Yaojie Lu, Hongyu Lin, Jia Zheng, Xianpei Han, Le Sun, Yingfei Sun

机构 * University of Chinese Academy of Sciences（中国科学院大学）； Chinese Information Processing Laboratory, Institute of Software, Chinese Academy of Sciences（中国科学院软件研究所信息处理实验室）

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

2505.17436 2025-05-26 cs.AI 88%

Scaling Up Biomedical Vision-Language Models: Fine-Tuning, Instruction Tuning, and Multi-Modal Learning

Cheng Peng, Kai Zhang, Mengxian Lyu, Hongfang Liu, Lichao Sun, Yonghui Wu

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

2406.15796 2025-05-20 cs.CL 88%

Unveiling Entity-Level Unlearning for Large Language Models: A Comprehensive Analysis

Weitao Ma, Xiaocheng Feng, Weihong Zhong, Lei Huang, Yangfan Ye, Xiachong Feng, Bing Qin

机构 * Harbin Institute of Technology（哈尔滨工业大学）； Peng Cheng Laboratory（鹏城实验室）； The University of Hong Kong（香港大学）

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

Comments Accepted by COLING 2025

2405.15525 2025-05-20 cs.CL 88%

Sparse Matrix in Large Language Model Fine-tuning

Haoze He, Juncheng Billy Li, Xuan Jiang, Heather Miller

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

Comments 14 pages

2505.07711 2025-05-13 cs.ET cs.AI quant-ph 88%

Circuit Partitioning Using Large Language Models for Quantum Compilation and Simulations

Pranav Sinha, Sumit Kumar Jha, Sunny Raj

机构 * Dept. of Computer Science（计算机科学系）； School of Computing and Information Science（计算与信息科学学院）

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

Comments 7 pages, 2 tables and 3 figures

2504.21074 2025-05-01 cs.DB cs.AI 88%

On the Potential of Large Language Models to Solve Semantics-Aware Process Mining Tasks

Adrian Rebmann, Fabian David Schmidt, Goran Glavaš, Han van der Aa

机构 * SAP Signavio ； SAP SE ； Center for Artificial Intelligence and Data Science（人工智能与数据科学中心）； University of Würzburg（乌尔姆大学）； Faculty of Computer Science（计算机科学学院）； University of Vienna（维也纳大学）

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

Comments 31 pages, submitted to PS

2410.20975 2025-04-28 cs.SE cs.AI cs.DB 88%

Geo-FuB: A Method for Constructing an Operator-Function Knowledge Base for Geospatial Code Generation Tasks Using Large Language Models

Shuyang Hou, Anqi Zhao, Jianyuan Liang, Zhangxiao Shen, Huayi Wu

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

2504.11468 2025-04-17 cs.CL 88%

SFT or RL? An Early Investigation into Training R1-Like Reasoning Large Vision-Language Models

Hardy Chen, Haoqin Tu, Fali Wang, Hui Liu, Xianfeng Tang, Xinya Du, Yuyin Zhou, Cihang Xie

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

2504.07439 2025-04-11 cs.IR cs.CL 88%

LLM4Ranking: An Easy-to-use Framework of Utilizing Large Language Models for Document Reranking

Qi Liu, Haozhe Duan, Yiqun Chen, Quanfeng Lu, Weiwei Sun, Jiaxin Mao

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

2404.16020 2025-04-10 cs.CL 88%

Investigating Adversarial Trigger Transfer in Large Language Models

Nicholas Meade, Arkil Patel, Siva Reddy

专题命中指令微调：language model(title,abstract)；large language model(title)；preference optimization(abstract)；分类 cs.CL

2412.16504 2025-04-08 cs.AI 88%

Privacy in Fine-tuning Large Language Models: Attacks, Defenses, and Future Directions

Hao Du, Shang Liu, Lele Zheng, Yang Cao, Atsuyoshi Nakamura, Lei Chen

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

Comments accepted by PAKDD2025

2503.21213 2025-03-28 cs.LG 88%

Resource-Efficient Federated Fine-Tuning Large Language Models for Heterogeneous Data

Jun Liu, Yunming Liao, Hongli Xu, Yang Xu

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

2503.18460 2025-03-25 cs.SE cs.AI 88%

ModiGen: A Large Language Model-Based Workflow for Multi-Task Modelica Code Generation

Jiahui Xiang, Tong Ye, Peiyu Liu, Yinan Zhang, Wenhai Wang

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

2503.17004 2025-03-24 cs.PL cs.CL 88%

Text2Model: Generating dynamic chemical reactor models using large language models (LLMs)

Sophia Rupprecht, Yassine Hounat, Monisha Kumar, Giacomo Lastrucci, Artur M. Schweidtmann

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

2503.16326 2025-03-21 cs.AI 88%

OmniGeo: Towards a Multimodal Large Language Models for Geospatial Artificial Intelligence

Long Yuan, Fengran Mo, Kaiyu Huang, Wenjie Wang, Wangyuxuan Zhai, Xiaoyu Zhu, You Li, Jinan Xu, Jian-Yun Nie

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

Comments 15 pages, Under review

2503.07595 2025-03-11 cs.CL 88%

Detection Avoidance Techniques for Large Language Models

Sinclair Schneider, Florian Steuber, Joao A. G. Schneider, Gabi Dreo Rodosek

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

Journal ref Data & Policy, vol. 7, p. e29, 2025

2503.01275 2025-03-06 cs.CL 88%

Enhancing Non-English Capabilities of English-Centric Large Language Models through Deep Supervision Fine-Tuning

Wenshuai Huo, Xiaocheng Feng, Yichong Huang, Chengpeng Fu, Baohang Li, Yangfan Ye, Zhirui Zhang, Dandan Tu, Duyu Tang, Yunfei Lu, Hui Wang, Bing Qin

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

Comments Accepted at AAAI 2025

2503.01303 2025-03-04 cs.CL 88%

PROPER: A Progressive Learning Framework for Personalized Large Language Models with Group-Level Adaptation

Linhai Zhang, Jialong Wu, Deyu Zhou, Yulan He

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

2503.00902 2025-03-04 cs.CL 88%

Instruct-of-Reflection: Enhancing Large Language Models Iterative Reflection Capabilities via Dynamic-Meta Instruction

Liping Liu, Chunhong Zhang, Likang Wu, Chuang Zhao, Zheng Hu, Ming He, Jianping Fan

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

Comments 23 pages, 5 figures, accepted by NAACL2025

2406.14115 2025-02-25 cs.CL 88%

Take the essence and discard the dross: A Rethinking on Data Selection for Fine-Tuning Large Language Models

Ziche Liu, Rui Ke, Yajiao Liu, Feng Jiang, Haizhou Li

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

Comments Accepted by the NAACL 2025 main conference

2402.04401 2025-02-11 cs.CL 88%

Democratizing Large Language Models via Personalized Parameter-Efficient Fine-tuning

Zhaoxuan Tan, Qingkai Zeng, Yijun Tian, Zheyuan Liu, Bing Yin, Meng Jiang

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

Comments EMNLP 2024 Main

2502.04498 2025-02-10 cs.CL 88%

Verifiable Format Control for Large Language Model Generations

Zhaoyang Wang, Jinqi Jiang, Huichi Zhou, Wenhao Zheng, Xuchao Zhang, Chetan Bansal, Huaxiu Yao

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

Comments To appear at Findings of NAACL 2025

2502.00669 2025-02-04 cs.LG 88%

Safety Alignment Depth in Large Language Models: A Markov Chain Perspective

Ching-Chia Kao, Chia-Mu Yu, Chun-Shien Lu, Chu-Song Chen

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

2501.17190 2025-01-30 cs.CL 88%

A Comprehensive Study on Fine-Tuning Large Language Models for Medical Question Answering Using Classification Models and Comparative Analysis

Aysegul Ucar, Soumik Nayak, Anunak Roy, Burak Taşcı, Gülay Taşcı

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

Comments 18 pages, 5 figures,3 tables

2501.15090 2025-01-28 cs.CL 88%

Speech Translation Refinement using Large Language Models

Huaixia Dou, Xinyu Tian, Xinglin Lyu, Jie Zhu, Junhui Li, Lifan Guo

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

2410.01208 2025-01-28 cs.CL 88%

StringLLM: Understanding the String Processing Capability of Large Language Models

Xilong Wang, Hao Fu, Jindong Wang, Neil Zhenqiang Gong

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

Comments Accepted to ICLR 2025

2412.18216 2025-01-22 cs.CV cs.CL 88%

ICM-Assistant: Instruction-tuning Multimodal Large Language Models for Rule-based Explainable Image Content Moderation

Mengyang Wu, Yuzhi Zhao, Jialun Cao, Mingjie Xu, Zhongming Jiang, Xuehui Wang, Qinbin Li, Guangneng Hu, Shengchao Qin, Chi-Wing Fu

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

Comments Accepted by the AAAI 2025

2409.05840 2025-01-03 cs.CL 88%

MMEvol: Empowering Multimodal Large Language Models with Evol-Instruct

Run Luo, Haonan Zhang, Longze Chen, Ting-En Lin, Xiong Liu, Yuchuan Wu, Min Yang, Minzheng Wang, Pengpeng Zeng, Lianli Gao, Heng Tao Shen, Yunshui Li, Xiaobo Xia, Fei Huang, Jingkuan Song, Yongbin Li

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

2412.18093 2024-12-25 cs.CL 88%

Molly: Making Large Language Model Agents Solve Python Problem More Logically

Rui Xiao, Jiong Wang, Lu Han, Na Zong, Han Wu

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

Comments arXiv admin note: text overlap with arXiv:2402.07913

2412.17128 2024-12-24 cs.CL cs.CY cs.HC 88%

Lies, Damned Lies, and Distributional Language Statistics: Persuasion and Deception with Large Language Models

Cameron R. Jones, Benjamin K. Bergen

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

Comments 37 pages, 1 figure

1. 指令微调 11567 篇

Expanding the Boundaries of Vision Prior Knowledge in Multi-modal Large Language Models

Scaling Up Biomedical Vision-Language Models: Fine-Tuning, Instruction Tuning, and Multi-Modal Learning

Unveiling Entity-Level Unlearning for Large Language Models: A Comprehensive Analysis

Sparse Matrix in Large Language Model Fine-tuning

Circuit Partitioning Using Large Language Models for Quantum Compilation and Simulations

On the Potential of Large Language Models to Solve Semantics-Aware Process Mining Tasks

Geo-FuB: A Method for Constructing an Operator-Function Knowledge Base for Geospatial Code Generation Tasks Using Large Language Models

SFT or RL? An Early Investigation into Training R1-Like Reasoning Large Vision-Language Models

LLM4Ranking: An Easy-to-use Framework of Utilizing Large Language Models for Document Reranking

Investigating Adversarial Trigger Transfer in Large Language Models

Privacy in Fine-tuning Large Language Models: Attacks, Defenses, and Future Directions

Resource-Efficient Federated Fine-Tuning Large Language Models for Heterogeneous Data

ModiGen: A Large Language Model-Based Workflow for Multi-Task Modelica Code Generation

Text2Model: Generating dynamic chemical reactor models using large language models (LLMs)

OmniGeo: Towards a Multimodal Large Language Models for Geospatial Artificial Intelligence

Detection Avoidance Techniques for Large Language Models

Enhancing Non-English Capabilities of English-Centric Large Language Models through Deep Supervision Fine-Tuning

PROPER: A Progressive Learning Framework for Personalized Large Language Models with Group-Level Adaptation

Instruct-of-Reflection: Enhancing Large Language Models Iterative Reflection Capabilities via Dynamic-Meta Instruction

Take the essence and discard the dross: A Rethinking on Data Selection for Fine-Tuning Large Language Models

Democratizing Large Language Models via Personalized Parameter-Efficient Fine-tuning

Verifiable Format Control for Large Language Model Generations

Safety Alignment Depth in Large Language Models: A Markov Chain Perspective

A Comprehensive Study on Fine-Tuning Large Language Models for Medical Question Answering Using Classification Models and Comparative Analysis

Speech Translation Refinement using Large Language Models

StringLLM: Understanding the String Processing Capability of Large Language Models

ICM-Assistant: Instruction-tuning Multimodal Large Language Models for Rule-based Explainable Image Content Moderation

MMEvol: Empowering Multimodal Large Language Models with Evol-Instruct

Molly: Making Large Language Model Agents Solve Python Problem More Logically

Lies, Damned Lies, and Distributional Language Statistics: Persuasion and Deception with Large Language Models