语言大模型 / LLM - arXivDaily 专题

2505.24773 2025-08-21 cs.LG 90%

AFLoRA: Adaptive Federated Fine-Tuning of Large Language Models with Resource-Aware Low-Rank Adaption

Yajie Zhou, Xiaoyi Pang, Zhibo Wang

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

2508.08066 2025-08-21 cs.CV cs.AI cs.CL cs.LG 89%

ExpVG: Investigating the Design Space of Visual Grounding in Multimodal Large Language Model

Weitai Kang, Weiming Zhuang, Zhizhong Li, Yan Yan, Lingjuan Lyu

机构 * University of Illinois Chicago（伊利诺伊大学香槟分校）； Sony AI（索尼人工智能）

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

Comments 8 pages for the main paper

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

2508.14357 2025-08-21 cs.LG cs.AI cs.CV 79%

Organ-Agents: Virtual Human Physiology Simulator via LLMs

Rihao Chang, He Jiao, Weizhi Nie, Honglin Guo, Keliang Xie, Zhenhua Wu, Lina Zhao, Yunpeng Bai, Yongtao Ma, Lanjun Wang, Yuting Su, Xi Gao, Weijie Wang, Nicu Sebe, Bruno Lepri, Bingwei Sun

机构 * Tianjin University（天津大学）； University of Trento（特伦托大学）； Tianjin Medical University General Hospital（天津医科大学总医院）； Chest Hospital, Tianjin University（天津大学胸科医院）； The Affiliated Suzhou Hospital of Nanjing Medical University（南京医科大学附属苏州医院）； Fondazione Bruno Kessler（布鲁诺·凯斯勒基金会）

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

2405.17604 2025-08-21 cs.LG cs.AI cs.CL 75%

LoRA-XS: Low-Rank Adaptation with Extremely Small Number of Parameters

Klaudia Bałazy, Mohammadreza Banaei, Karl Aberer, Jacek Tabor

机构 * Jagiellonian University（雅盖隆大学）； EPFL（苏黎世联邦理工学院）

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

2508.14718 2025-08-21 cs.CL 74%

The Digital Sous Chef -- A Comparative Study on Fine-Tuning Language Models for Recipe Generation

Shubham Pundhir, Ganesh Bagler

机构 * Indraprastha Institute of Information Technology（印度理工学院信息技术研究所）

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

Comments 8 pages, 4 figures. Code is available at: https://github.com/shubh-iiit/RecipeGPT2-Your-Own-AI-Chef

2504.02906 2025-08-21 cs.CL cs.AI 73%

Boosting Chart-to-Code Generation in MLLM via Dual Preference-Guided Refinement

Zhihan Zhang, Yixin Cao, Lizi Liao

机构 * Singapore Management University（新加坡国立管理学院）； Fudan University（复旦大学）

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

Comments Accepted by ACM MM 2025

2508.11870 2025-08-21 cs.CV cs.AI 57%

AdaRing: Towards Ultra-Light Vision-Language Adaptation via Cross-Layer Tensor Ring Decomposition

Ying Huang, Yuanbin Man, Wenqi Jia, Zhengzhong Tu, Junzhou Huang, Miao Yin

机构 * University of Texas at Arlington（德克萨斯理工大学）； Texas A&M University（德克萨斯A&M大学）

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

1. 指令微调 8 篇