语言大模型 / LLM - arXivDaily 专题

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

2412.16653 2024-12-24 cs.AI 88%

Internalized Self-Correction for Large Language Models

Nishanth Upadhyaya, Raghavendra Sridharamurthy

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

2412.12497 2024-12-18 cs.CL 88%

NLSR: Neuron-Level Safety Realignment of Large Language Models Against Harmful Fine-Tuning

Xin Yi, Shunfan Zheng, Linlin Wang, Gerard de Melo, Xiaoling Wang, Liang He

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

2409.13641 2024-12-16 cs.CL cs.CV 88%

Beyond Accuracy Optimization: Computer Vision Losses for Large Language Model Fine-Tuning

Daniele Rege Cambrin, Giuseppe Gallipoli, Irene Benedetto, Luca Cagliero, Paolo Garza

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

Comments Accepted in EMNLP 2024 Findings

2405.19670 2024-12-12 cs.CL 88%

One Token Can Help! Learning Scalable and Pluggable Virtual Tokens for Retrieval-Augmented Large Language Models

Yutao Zhu, Zhaoheng Huang, Zhicheng Dou, Ji-Rong Wen

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

Comments Accepted by AAAI 2025, repo: https://github.com/DaoD/SPRING/

2412.06575 2024-12-11 cs.CL 88%

Data Quality Enhancement on the Basis of Diversity with Large Language Models for Text Classification: Uncovered, Difficult, and Noisy

Min Zeng, Caiquan Liu, Shiqi Zhang, Li Xie, Chen Sang, Xiaoxin Chen

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(main, long paper)

2411.15675 2024-11-26 cs.LG 88%

Can a Large Language Model Learn Matrix Functions In Context?

Paimon Goulart, Evangelos E. Papalexakis

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

1. 指令微调 11692 篇

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

Internalized Self-Correction for Large Language Models

NLSR: Neuron-Level Safety Realignment of Large Language Models Against Harmful Fine-Tuning

Beyond Accuracy Optimization: Computer Vision Losses for Large Language Model Fine-Tuning

One Token Can Help! Learning Scalable and Pluggable Virtual Tokens for Retrieval-Augmented Large Language Models

Data Quality Enhancement on the Basis of Diversity with Large Language Models for Text Classification: Uncovered, Difficult, and Noisy

Can a Large Language Model Learn Matrix Functions In Context?