语言大模型 / LLM - arXivDaily 专题

2506.00011 2025-10-28 eess.SP 88%

Movable Antenna Enhanced Federated Fine-Tuning of Large Language Models via Hybrid Client Selection Optimization

Yang Zhao, Yue Xiu, Chengxiao Dai, Ning Wei, Dusit Niyato

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

2510.17274 2025-10-21 cs.CV 88%

Enhanced Motion Forecasting with Plug-and-Play Multimodal Large Language Models

Katie Luo, Jingwei Ji, Tong He, Runsheng Xu, Yichen Xie, Dragomir Anguelov, Mingxing Tan

机构 * Computer and Information Sciences Department, Cornell University（康奈尔大学计算机与信息科学系）； Waymo LLC（Waymo公司）； UC Berkeley（伯克利大学）

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

Comments In proceedings of IROS 2025

2408.09078 2025-09-30 cs.SE 88%

An Exploratory Study on Fine-Tuning Large Language Models for Secure Code Generation

Junjie Li, Fazle Rabbi, Cheng Cheng, Aseem Sangalay, Yuan Tian, Jinqiu Yang

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

Comments 37 pages, 8 figures

2509.19755 2025-09-25 cs.SD eess.AS 88%

Can Audio Large Language Models Verify Speaker Identity?

Yiming Ren, Xuenan Xu, Baoxiang Li, Shuai Wang, Chao Zhang

机构 * Shanghai Artificial Intelligence Laboratory（上海人工智能实验室）； Nanjing University（南京大学）

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

2506.20168 2025-09-23 cs.CV 88%

Seeing is Believing? Mitigating OCR Hallucinations in Multimodal Large Language Models

Zhentao He, Can Zhang, Ziheng Wu, Zhenghao Chen, Yufei Zhan, Yifan Li, Zhao Zhang, Xian Wang, Minghui Qiu

机构 * ByteDance（字节跳动）； CASIA（中国科学院自动化研究所）； RUC（中国人民大学）

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

Comments Accepted by NeurIPS 2025

2509.16149 2025-09-22 cs.CV 88%

Pointing to a Llama and Call it a Camel: On the Sycophancy of Multimodal Large Language Models

Renjie Pi, Kehao Miao, Li Peihang, Runtao Liu, Jiahui Gao, Jipeng Zhang, Xiaofang Zhou

机构 * HKUST（香港科技大学）； HKU（香港大学）

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

2509.14373 2025-09-19 cs.SE 88%

CodeLSI: Leveraging Foundation Models for Automated Code Generation with Low-Rank Optimization and Domain-Specific Instruction Tuning

Huy Le, Phong Nguyen, Hao Do, Tuan Nguyen, Thien Pham, Anh Nguyen-Duc, Tho Quan

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

2505.07084 2025-09-12 cs.RO 88%

DriveSOTIF: Advancing Perception SOTIF Through Multimodal Large Language Models

Shucheng Huang, Freda Shi, Chen Sun, Jiaming Zhong, Minghao Ning, Yufeng Yang, Yukun Lu, Hong Wang, Amir Khajepour

机构 * MVSLab, Department of Mechanical and Mechatronics Engineering, University of Waterloo（滑铁卢大学机械与机电工程系MVSLab）； CompLING Lab, David R. Cheriton School of Computer Science, University of Waterloo（滑铁卢大学大卫·R·切里顿计算机科学学院CompLING Lab）； Department of Data and Systems Engineering, University of Hong Kong（香港大学数据与系统工程系）； Department of Mechanical Engineering, University of New Brunswick（新不伦瑞克大学机械工程系）； School of Vehicle and Mobility, Tsinghua University（清华大学车辆与移动性学院）

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

Comments This work has been accepted to IEEE Transactions on Vehicular Technology. Please refer to the copyright notice for additional information

2509.03730 2025-09-08 cs.AI cs.CL cs.CY cs.LG stat.ML 88%

The Personality Illusion: Revealing Dissociation Between Self-Reports & Behavior in LLMs

Pengrui Han, Rafal Kocielnik, Peiyang Song, Ramit Debnath, Dean Mobbs, Anima Anandkumar, R. Michael Alvarez

机构 * Caltech（加州理工学院）； UIUC（伊利诺伊大学）； University of Cambridge（剑桥大学）

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

Comments We make public all code and source data at https://github.com/psychology-of-AI/Personality-Illusion for full reproducibility

2509.00806 2025-09-03 cs.CL cs.AI cs.LG 88%

CaresAI at BioCreative IX Track 1 -- LLM for Biomedical QA

Reem Abdel-Salam, Mary Adewunmi, Modinat A. Abayomi

机构 * Cairo University, Faculty of Engineering, Computer Engineering Department（开罗大学工程学院计算机工程系）； Menzies School of Health Research, Charles Darwin University, NT, Australia（梅恩兹健康研究学院，查尔斯达尔文大学，澳大利亚NT）； Department of Biology, Boston College, Massachusetts, USA（生物学系，波士顿学院，马萨诸塞州，美国）； Peoples' Friendship University of Russia (RUDN University)（俄罗斯人民友谊大学（RUDN大学））； Joint Institute for Nuclear Research（联合核研究中心）； Vrije Universiteit Amsterdam（阿姆斯特丹自由大学）； University of Skövde（斯德哥尔摩大学）

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

Comments Proceedings of the BioCreative IX Challenge and Workshop (BC9): Large Language Models for Clinical and Biomedical NLP at the International Joint Conference on Artificial Intelligence (IJCAI), Montreal, Canada, 2025

2508.15688 2025-08-22 cs.CV 88%

LLM-empowered Dynamic Prompt Routing for Vision-Language Models Tuning under Long-Tailed Distributions

Yongju Jia, Jiarui Ma, Xiangxian Li, Baiqiao Zhang, Xianhui Cao, Juan Liu, Yulong Bian

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

Comments accepted by EMNLP 2025

2411.13415 2025-08-07 cs.IR 88%

Harnessing Large Language Models for Group POI Recommendations

Jing Long, Liang Qu, Junliang Yu, Tong Chen, Quoc Viet Hung Nguyen, Hongzhi Yin

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

2507.20220 2025-07-29 cs.CV 88%

Motion-example-controlled Co-speech Gesture Generation Leveraging Large Language Models

Bohong Chen, Yumeng Li, Youyi Zheng, Yao-Xiang Ding, Kun Zhou

机构 * State Key Lab of CAD\&CG, Zhejiang University Hangzhou China ； State Key Lab of CAD\&CG, Zhejiang University

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

Comments SIGGRAPH 2025; Project Page: https://robinwitch.github.io/MECo-Page

2503.20612 2025-07-08 cs.CV 88%

IAP: Improving Continual Learning of Vision-Language Models via Instance-Aware Prompting

Hao Fu, Hanbin Zhao, Jiahua Dong, Henghui Ding, Chao Zhang, Hui Qian

机构 * Zhejiang University（浙江大学）； Fudan University（复旦大学）

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

Comments Code can be found at https://github.com/FerdinandZJU/IAP

2410.16236 2025-07-04 cs.CV 88%

LLaVA-KD: A Framework of Distilling Multimodal Large Language Models

Yuxuan Cai, Jiangning Zhang, Haoyang He, Xinwei He, Ao Tong, Zhenye Gan, Chengjie Wang, Zhucun Xue, Yong Liu, Xiang Bai

机构 * Huazhong University of Science and Technology（华中科技大学）； Zhejiang University（浙江大学）； Youtu Lab, Tencent（腾讯优图实验室）； Huazhong Agricultural University（华中农业大学）

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

Comments ICCV'25

2506.19086 2025-06-25 q-bio.MN 88%

Enhancing Biosecurity in Tamper-Resistant Large Language Models With Quantum Gradient Descent

Fahmida Hai, Saif Nirzhor, Rubayat Khan, Don Roosan

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

Comments The conference schedule and details can be found here: https://www.insticc.org/node/technicalprogram/DATA/2025

2505.20491 2025-05-28 eess.AS cs.SD 88%

In-context learning capabilities of Large Language Models to detect suicide risk among adolescents from speech transcripts

Filomene Roquefort, Alexandre Ducorroy, Rachid Riad

机构 * CallyopeFrance（Callyope法国）

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

Comments Accepted to Interspeech 2025

2312.13772 2025-05-23 cs.CL cs.AI cs.LG 88%

Large Language Models are Miscalibrated In-Context Learners

Chengzu Li, Han Zhou, Goran Glavaš, Anna Korhonen, Ivan Vulić

机构 * Language Technology Lab, University of Cambridge（剑桥大学语言技术实验室）； Center for Artificial Intelligence and Data Science, University of Würzburg（乌尔姆大学人工智能与数据科学中心）

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

Comments 9 pages, 4 figures, 5 tables (20 pages, 5 figures, 13 tables including references and appendices)

2504.20570 2025-04-30 cs.CR 88%

ReCIT: Reconstructing Full Private Data from Gradient in Parameter-Efficient Fine-Tuning of Large Language Models

Jin Xie, Ruishi He, Songze Li, Xiaojun Jia, Shouling Ji

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

2504.20419 2025-04-30 cs.CV 88%

Plant Disease Detection through Multimodal Large Language Models and Convolutional Neural Networks

Konstantinos I. Roumeliotis, Ranjan Sapkota, Manoj Karkee, Nikolaos D. Tselikas, Dimitrios K. Nasiopoulos

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

2504.08732 2025-04-14 quant-ph cs.ET 88%

Quantum Large Language Model Fine-Tuning

Sang Hyub Kim, Jonathan Mei, Claudio Girotto, Masako Yamada, Martin Roetteler

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

Comments 11 pages, 11 figures, 15 tables

2504.08475 2025-04-14 cs.SE 88%

TickIt: Leveraging Large Language Models for Automated Ticket Escalation

Fengrui Liu, Xiao He, Tieying Zhang, Jianjun Chen, Yi Li, Lihua Yi, Haipeng Zhang, Gang Wu, Rui Shi

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

Comments 33rd ACM International Conference on the Foundations of Software Engineering

2501.09446 2025-04-09 cs.CV 88%

Double Visual Defense: Adversarial Pre-training and Instruction Tuning for Improving Vision-Language Model Robustness

Zeyu Wang, Cihang Xie, Brian Bartoldson, Bhavya Kailkhura

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

2503.19355 2025-03-27 cs.CV 88%

ST-VLM: Kinematic Instruction Tuning for Spatio-Temporal Reasoning in Vision-Language Models

Dohwan Ko, Sihyeon Kim, Yumin Suh, Vijay Kumar B. G, Minseo Yoon, Manmohan Chandraker, Hyunwoo J. Kim

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

2503.16023 2025-03-21 cs.CR 88%

BadToken: Token-level Backdoor Attacks to Multi-modal Large Language Models

Zenghui Yuan, Jiawen Shi, Pan Zhou, Neil Zhenqiang Gong, Lichao Sun

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

Comments This paper is accepted by CVPR 2025

2502.20041 2025-03-05 cs.CV cs.RO 88%

3D-AffordanceLLM: Harnessing Large Language Models for Open-Vocabulary Affordance Detection in 3D Worlds

Hengshuo Chu, Xiang Deng, Qi Lv, Xiaoyang Chen, Yinchuan Li, Jianye Hao, Liqiang Nie

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

Comments ICLR

2407.11712 2025-02-04 cs.IR 88%

Fine-tuning Multimodal Large Language Models for Product Bundling

Xiaohao Liu, Jie Wu, Zhulin Tao, Yunshan Ma, Yinwei Wei, Tat-seng Chua

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

Comments Accepted by KDD 2025 (CR)

2501.12327 2025-01-22 cs.CV 88%

VARGPT: Unified Understanding and Generation in a Visual Autoregressive Multimodal Large Language Model

Xianwei Zhuang, Yuxin Xie, Yufan Deng, Liming Liang, Jinghan Ru, Yuguo Yin, Yuexian Zou

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

2501.07972 2025-01-15 cs.MM cs.CV 88%

Zero-shot Video Moment Retrieval via Off-the-shelf Multimodal Large Language Models

Yifang Xu, Yunzhuo Sun, Benxiang Zhai, Ming Li, Wenxin Liang, Yang Li, Sidan Du

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

Comments Accepted by AAAI 2025

2412.13551 2024-12-19 cs.CR 88%

Large Language Model Federated Learning with Blockchain and Unlearning for Cross-Organizational Collaboration

Xuhan Zuo, Minghao Wang, Tianqing Zhu, Shui Yu, Wanlei Zhou

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

1. 指令微调 11585 篇

Movable Antenna Enhanced Federated Fine-Tuning of Large Language Models via Hybrid Client Selection Optimization

Enhanced Motion Forecasting with Plug-and-Play Multimodal Large Language Models

An Exploratory Study on Fine-Tuning Large Language Models for Secure Code Generation

Can Audio Large Language Models Verify Speaker Identity?

Seeing is Believing? Mitigating OCR Hallucinations in Multimodal Large Language Models

Pointing to a Llama and Call it a Camel: On the Sycophancy of Multimodal Large Language Models

CodeLSI: Leveraging Foundation Models for Automated Code Generation with Low-Rank Optimization and Domain-Specific Instruction Tuning

DriveSOTIF: Advancing Perception SOTIF Through Multimodal Large Language Models

The Personality Illusion: Revealing Dissociation Between Self-Reports & Behavior in LLMs

CaresAI at BioCreative IX Track 1 -- LLM for Biomedical QA

LLM-empowered Dynamic Prompt Routing for Vision-Language Models Tuning under Long-Tailed Distributions

Harnessing Large Language Models for Group POI Recommendations

Motion-example-controlled Co-speech Gesture Generation Leveraging Large Language Models

IAP: Improving Continual Learning of Vision-Language Models via Instance-Aware Prompting

LLaVA-KD: A Framework of Distilling Multimodal Large Language Models

Enhancing Biosecurity in Tamper-Resistant Large Language Models With Quantum Gradient Descent

In-context learning capabilities of Large Language Models to detect suicide risk among adolescents from speech transcripts

Large Language Models are Miscalibrated In-Context Learners

ReCIT: Reconstructing Full Private Data from Gradient in Parameter-Efficient Fine-Tuning of Large Language Models

Plant Disease Detection through Multimodal Large Language Models and Convolutional Neural Networks

Quantum Large Language Model Fine-Tuning

TickIt: Leveraging Large Language Models for Automated Ticket Escalation

Double Visual Defense: Adversarial Pre-training and Instruction Tuning for Improving Vision-Language Model Robustness

ST-VLM: Kinematic Instruction Tuning for Spatio-Temporal Reasoning in Vision-Language Models

BadToken: Token-level Backdoor Attacks to Multi-modal Large Language Models

3D-AffordanceLLM: Harnessing Large Language Models for Open-Vocabulary Affordance Detection in 3D Worlds

Fine-tuning Multimodal Large Language Models for Product Bundling

VARGPT: Unified Understanding and Generation in a Visual Autoregressive Multimodal Large Language Model

Zero-shot Video Moment Retrieval via Off-the-shelf Multimodal Large Language Models

Large Language Model Federated Learning with Blockchain and Unlearning for Cross-Organizational Collaboration