语言大模型 / LLM - arXivDaily 专题

2511.03466 2025-11-06 cs.CL 88%

Kastor: Fine-tuned Small Language Models for Shape-based Active Relation Extraction

Ringwald Celian, Gandon Fabien, Faron Catherine, Michel Franck, Abi Akl Hanna

机构 * Université Côte d’Azur（蔚蓝海岸大学）； Inria（法国国家信息与自动化技术研究所）； CNRS（法国国家科学研究中心）； I3S（信息科学与系统研究所）； Data ScienceTech Institute（数据科学技术研究所）

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

Comments Accepted at ESWC 2025

Journal ref The Semantic Web: 22nd European Semantic Web Conference, ESWC 2025, Portoroz, Slovenia, June 1 5, 2025, Proceedings, Part I

2511.02869 2025-11-06 cs.SE cs.AI cs.PL 88%

Analysis of AdvFusion: Adapter-based Multilingual Learning for Code Large Language Models

Amirreza Esmaeili, Fahd Seddik, Yongyi Ji, Fatemeh Fard, Fuxiang Chen

机构 * University of British Columbia（不列颠哥伦比亚大学）； University of Leicester（利兹大学）

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

2505.22767 2025-11-04 cs.HC cs.AI 88%

In Dialogue with Intelligence: Rethinking Large Language Models as Collective Knowledge

Eleni Vasilaki

机构 * Eleni Vasilaki（独立研究者）

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

Comments 7 pages, 1 table

2503.07539 2025-11-04 cs.CL 88%

XIFBench: Evaluating Large Language Models on Multilingual Instruction Following

Zhenyu Li, Kehai Chen, Yunfei Long, Xuefeng Bai, Yaoyin Zhang, Xuchen Wei, Juntao Li, Min Zhang

机构 * Harbin Institute of Technology, Shenzhen（哈尔滨工业大学（深圳））； Queen Mary University of London（伦敦大学女王学院）； Soochow University（苏州大学）

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

Comments Accepted by the NeurIPS 2025 Datasets and Benchmarks Track

2506.14681 2025-10-31 cs.CL 88%

Massive Supervised Fine-tuning Experiments Reveal How Data, Layer, and Training Factors Shape LLM Alignment Quality

Yuto Harada, Yusuke Yamauchi, Yusuke Oda, Yohei Oseki, Yusuke Miyao, Yu Takagi

机构 * NII LLMC（日本信息处理学会大语言模型中心）； The University of Tokyo（东京大学）； NAIST（日本科学技术大学）； Nagoya Institute of Technology（名古屋技术大学）

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

Comments Accepted to EMNLP 2025 (Main Conference). Models and evaluation results available at: https://github.com/llm-jp/massive-sft

2505.15424 2025-10-28 cs.CL 88%

Gated Integration of Low-Rank Adaptation for Continual Learning of Large Language Models

Yan-Shuo Liang, Jia-Rui Chen, Wu-Jun Li

机构 * National Key Laboratory for Novel Software Technology, School of Computer Science, Nanjing University, P. R. China（国家新型软件技术重点实验室，计算机科学学院，南京大学）

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

Comments Accepted to NeurIPS 2025

2508.19529 2025-10-24 cs.CL 88%

Blockwise SFT for Diffusion Language Models: Reconciling Bidirectional Attention and Autoregressive Decoding

Bowen Sun, Yujun Cai, Ming-Hsuan Yang, Yiwei Wang

机构 * University of California, Merced（加州大学默塞德分校）； The University of Queensland（昆士兰大学）； Google DeepMind（谷歌DeepMind）

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

2509.18942 2025-10-23 cs.AI 88%

Data Efficient Adaptation in Large Language Models via Continuous Low-Rank Fine-Tuning

Xiao Han, Zimo Zhao, Wanyu Wang, Maolin Wang, Zitao Liu, Yi Chang, Xiangyu Zhao

机构 * Zhejiang University of Technology（浙江工业大学）； City University of Hong Kong（香港城市大学）； Jinan University（济南大学）； Jilin University（吉林大学）

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

Comments Accepted by NeurIPS 2025

2509.01328 2025-10-22 cs.CL 88%

Can Large Language Models Master Complex Card Games?

Wei Wang, Fuqing Bie, Junzhe Chen, Dan Zhang, Shiyu Huang, Evgeny Kharlamov, Jie Tang

机构 * Nankai University（南开大学）； Tsinghua University（清华大学）； Beijing University of Posts and Telecommunications（北京邮电大学）； Zhipu AI（智谱AI）； Bosch Center for Artificial Intelligence（博世人工智能中心）

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

Comments Accepted by NeurIPS 2025

2510.16604 2025-10-21 cs.CL 88%

Fine-tuning of Large Language Models for Constituency Parsing Using a Sequence to Sequence Approach

Francisco Jose Cortes Delgado, Eduardo Martinez Gracia, Rafael Valencia Garcia

机构 * University of Murcia（穆尔西亚大学）

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

Comments 6 pages, 3 figures. Submitted to SEPLN 2023 Conference

2510.16359 2025-10-21 cs.CL 88%

Utilising Large Language Models for Generating Effective Counter Arguments to Anti-Vaccine Tweets

Utsav Dhanuka, Soham Poddar, Saptarshi Ghosh

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

Comments 14 pages, 1 figure, work done as a part of B.Tech project at IIT Kharagpur

2510.11598 2025-10-14 cs.CL 88%

MeTA-LoRA: Data-Efficient Multi-Task Fine-Tuning for Large Language Models

Bo Cheng, Xu Wang, Jinda Liu, Yi Chang, Yuan Wu

机构 * School of Artificial Intelligence, Jilin University（吉林大学人工智能学院）； Engineering Research Center of Knowledge-Driven Human-Machine Intelligence, MOE, China（知识驱动人机智能工程研究中心，教育部，中国）； International Center of Future Science, Jilin University（未来科学国际中心，吉林大学）

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

2510.09822 2025-10-14 cs.CV cs.CL 88%

Task-Aware Resolution Optimization for Visual Large Language Models

Weiqing Luo, Zhen Tan, Yifan Li, Xinyu Zhao, Kwonjoon Lee, Behzad Dariush, Tianlong Chen

机构 * University of North Carolina at Chapel Hill（北卡罗来纳大学教堂山分校）； Arizona State University（亚利桑那州立大学）； Michigan State University（密歇根州立大学）； Honda Research Institute USA（本田美国研究院）

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

Comments Accepted as a main conference paper at EMNLP 2025. 9 pages (main content), 7 figures

2507.04351 2025-10-14 cs.RO cs.AI 88%

MLLM-Fabric: Multimodal Large Language Model-Driven Robotic Framework for Fabric Sorting and Selection

Liman Wang, Hanyang Zhong, Tianyuan Wang, Shan Luo, Jihong Zhu

机构 * School of Physics, Engineering and Technology, University of York（物理、工程与技术学院，约克大学）； Department of Engineering, King’s College London（工程学院，伦敦国王学院）

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

Comments Accepted to IEEE Robotics and Automation Letters (RAL)

2510.03683 2025-10-13 cs.CL 88%

Fine-Tuning Large Language Models with QLoRA for Offensive Language Detection in Roman Urdu-English Code-Mixed Text

Nisar Hussain, Amna Qasim, Gull Mehak, Muhammad Zain, Momina Hafeez, Grigori Sidorov

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

Comments 25 pages, 22 figures

2508.19078 2025-10-13 cs.DC cs.AI 88%

Federated Fine-Tuning of Sparsely-Activated Large Language Models on Resource-Constrained Devices

Fahao Chen, Jie Wan, Peng Li, Zhou Su, Dongxiao Yu

机构 * Shandong University（山东大学）； Xi’an Jiaotong University（西安交通大学）

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

Comments Accepted by EuroSys 2026

2510.08466 2025-10-10 cs.LG 88%

In-Context Clustering with Large Language Models

Ying Wang, Mengye Ren, Andrew Gordon Wilson

机构 * New York University（纽约大学）

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

2502.20933 2025-10-08 cond-mat.mtrl-sci cs.LG 88%

MatLLMSearch: Crystal Structure Discovery with Evolution-Guided Large Language Models

Jingru Gan, Peichen Zhong, Yuanqi Du, Yanqiao Zhu, Chenru Duan, Haorui Wang, Daniel Schwalbe-Koda, Carla P. Gomes, Kristin A. Persson, Wei Wang

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

Comments Preprint, 25 pages

2506.15220 2025-09-29 cs.CV cs.CL cs.SD 88%

video-SALMONN 2: Caption-Enhanced Audio-Visual Large Language Models

Changli Tang, Yixuan Li, Yudong Yang, Jimin Zhuang, Guangzhi Sun, Wei Li, Zejun Ma, Chao Zhang

机构 * Tsinghua University（清华大学）； University of Cambridge（剑桥大学）； ByteDance（字节跳动）

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

2509.15476 2025-09-22 cs.CL cs.MM 88%

Evaluating Multimodal Large Language Models on Spoken Sarcasm Understanding

Zhu Li, Xiyuan Gao, Yuqing Zhang, Shekhar Nayak, Matt Coler

机构 * University of Groningen, The Netherlands（Groningen大学，荷兰）

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

2509.10396 2025-09-15 cs.LG 88%

Inpainting-Guided Policy Optimization for Diffusion Large Language Models

Siyan Zhao, Mengchen Liu, Jing Huang, Miao Liu, Chenyu Wang, Bo Liu, Yuandong Tian, Guan Pang, Sean Bell, Aditya Grover, Feiyu Chen

机构 * Meta Superintelligence Labs（Meta超智能实验室）； Tsinghua University, College of AI（清华大学人工智能学院）； MIT（麻省理工学院）

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

Comments preprint; 21 pages

2509.09119 2025-09-12 cs.LG 88%

Sensitivity-LoRA: Low-Load Sensitivity-Based Fine-Tuning for Large Language Models

Hao Zhang, Bo Huang, Zhenjia Li, Xi Xiao, Hui Yi Leong, Zumeng Zhang, Xinwei Long, Tianyang Wang, Hao Xu

机构 * Harvard University（哈佛大学）； Xi’an University of Science and Technology（西安科技大学）； University of Chinese Academy of Sciences（中国科学院大学）； University of Alabama at Birmingham（阿拉巴马大学伯明翰分校）； University of Chicago（芝加哥大学）； Yunnan University（云南大学）； Tsinghua University（清华大学）

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

Comments 15 pages

2509.06949 2025-09-09 cs.CL 88%

Revolutionizing Reinforcement Learning Framework for Diffusion Large Language Models

Yinjie Wang, Ling Yang, Bowen Li, Ye Tian, Ke Shen, Mengdi Wang

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

Comments Code and Models: https://github.com/Gen-Verse/dLLM-RL

2408.09600 2025-09-08 cs.AI cs.CR 88%

Antidote: Post-fine-tuning Safety Alignment for Large Language Models against Harmful Fine-tuning

Tiansheng Huang, Gautam Bhattacharya, Pratik Joshi, Josh Kimball, Ling Liu

机构 * Georgia Institute of Technology（佐治亚理工学院）； Dolby Laboratories（杜比实验室）

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

Comments Rejected by AAAI25-AIA. Accepted by ICML25. Authors are thankful to the anonymous reviewers from both AAAI25-AIA and ICML25

2509.03057 2025-09-04 cs.CL 88%

Structure-Learnable Adapter Fine-Tuning for Parameter-Efficient Large Language Models

Ming Gong, Yingnan Deng, Nia Qi, Yujun Zou, Zhihao Xue, Yun Zi

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

2509.01341 2025-09-03 cs.CV cs.AI 88%

Street-Level Geolocalization Using Multimodal Large Language Models and Retrieval-Augmented Generation

Yunus Serhat Bicakci, Joseph Shingleton, Anahid Basiri

机构 * Vocational School of Social Sciences, Marmara University（马尔马拉大学社会科学职业学校）； Geospatial Data Science Group, School of Geographical & Earth Sciences, University of Glasgow（格拉斯哥大学地理与地球科学学院空间数据科学小组）

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

2508.21810 2025-09-01 cs.LG 88%

QR-LoRA: QR-Based Low-Rank Adaptation for Efficient Fine-Tuning of Large Language Models

Jessica Liang, Anirudh Bharadwaj

机构 * University of Pennsylvania（宾夕法尼亚大学）

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

2508.20188 2025-08-29 cs.CV cs.LG 88%

Grounding Multimodal Large Language Models with Quantitative Skin Attributes: A Retrieval Study

Max Torop, Masih Eskandar, Nicholas Kurtansky, Jinyang Liu, Jochen Weber, Octavia Camps, Veronica Rotemberg, Jennifer Dy, Kivanc Kose

机构 * Northeastern University（东北大学）； Memorial Sloan Kettering Cancer Center（纪念斯隆凯特琳癌症中心）

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

2508.14427 2025-08-21 cs.CL 88%

Knowledge Graph-Infused Fine-Tuning for Structured Reasoning in Large Language Models

Wuyang Zhang, Yexin Tian, Xiandong Meng, Mengjie Wang, Junliang Du

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

2503.11280 2025-08-19 cs.CL 88%

High-Dimensional Interlingual Representations of Large Language Models

Bryan Wilie, Samuel Cahyawijaya, Junxian He, Pascale Fung

机构 * Hong Kong University of Science and Technology（香港理工大学）； Cohere

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

1. 指令微调 11692 篇

Kastor: Fine-tuned Small Language Models for Shape-based Active Relation Extraction

Analysis of AdvFusion: Adapter-based Multilingual Learning for Code Large Language Models

In Dialogue with Intelligence: Rethinking Large Language Models as Collective Knowledge

XIFBench: Evaluating Large Language Models on Multilingual Instruction Following

Massive Supervised Fine-tuning Experiments Reveal How Data, Layer, and Training Factors Shape LLM Alignment Quality

Gated Integration of Low-Rank Adaptation for Continual Learning of Large Language Models

Blockwise SFT for Diffusion Language Models: Reconciling Bidirectional Attention and Autoregressive Decoding

Data Efficient Adaptation in Large Language Models via Continuous Low-Rank Fine-Tuning

Can Large Language Models Master Complex Card Games?

Fine-tuning of Large Language Models for Constituency Parsing Using a Sequence to Sequence Approach

Utilising Large Language Models for Generating Effective Counter Arguments to Anti-Vaccine Tweets

MeTA-LoRA: Data-Efficient Multi-Task Fine-Tuning for Large Language Models

Task-Aware Resolution Optimization for Visual Large Language Models

MLLM-Fabric: Multimodal Large Language Model-Driven Robotic Framework for Fabric Sorting and Selection

Fine-Tuning Large Language Models with QLoRA for Offensive Language Detection in Roman Urdu-English Code-Mixed Text

Federated Fine-Tuning of Sparsely-Activated Large Language Models on Resource-Constrained Devices

In-Context Clustering with Large Language Models

MatLLMSearch: Crystal Structure Discovery with Evolution-Guided Large Language Models

video-SALMONN 2: Caption-Enhanced Audio-Visual Large Language Models

Evaluating Multimodal Large Language Models on Spoken Sarcasm Understanding

Inpainting-Guided Policy Optimization for Diffusion Large Language Models

Sensitivity-LoRA: Low-Load Sensitivity-Based Fine-Tuning for Large Language Models

Revolutionizing Reinforcement Learning Framework for Diffusion Large Language Models

Antidote: Post-fine-tuning Safety Alignment for Large Language Models against Harmful Fine-tuning

Structure-Learnable Adapter Fine-Tuning for Parameter-Efficient Large Language Models

Street-Level Geolocalization Using Multimodal Large Language Models and Retrieval-Augmented Generation

QR-LoRA: QR-Based Low-Rank Adaptation for Efficient Fine-Tuning of Large Language Models

Grounding Multimodal Large Language Models with Quantitative Skin Attributes: A Retrieval Study

Knowledge Graph-Infused Fine-Tuning for Structured Reasoning in Large Language Models

High-Dimensional Interlingual Representations of Large Language Models