语言大模型 / LLM - arXivDaily 专题

2308.08728 2025-10-23 cs.AI cs.CL 90%

Translating Regulatory Clauses into Executable Codes for Building Design Checking via Large Language Model Driven Function Matching and Composing

Zhe Zheng, Jin Han, Ke-Yin Chen, Xin-Yu Cao, Xin-Zheng Lu, Jia-Rui Lin

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

Journal ref Engineering Applications of Artificial Intelligence, 2026

2510.19036 2025-10-23 cs.CL 89%

From Memorization to Generalization: Fine-Tuning Large Language Models for Biomedical Term-to-Identifier Normalization

Suswitha Pericharla, Daniel B. Hier, Tayo Obafemi-Ajayi

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

Comments Submitted for publication to BMC BioData Mining

2507.13949 2025-10-23 cs.CL cs.AI 88%

Exploiting Primacy Effect To Improve Large Language Models

Bianca Raimondi, Maurizio Gabbrielli

机构 * University of Bologna（博洛尼亚大学）

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

Comments Accepted by RANLP 2025

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

2510.19160 2025-10-23 cs.LG 79%

Preliminary Use of Vision Language Model Driven Extraction of Mouse Behavior Towards Understanding Fear Expression

Paimon Goulart, Jordan Steinhauser, Kylene Shuler, Edward Korzus, Jia Chen, Evangelos E. Papalexakis

机构 * University of California, Riverside（加州大学河滨分校）

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

2510.19336 2025-10-23 cs.CV 75%

DaMo: Data Mixing Optimizer in Fine-tuning Multimodal LLMs for Mobile Phone Agents

Kai Shi, Jun Yang, Ni Yang, Binqiang Pan, Qingsong Xie, Chao Zhang, Zhenyu Yang, Tianhuang Su, Haonan Lu

机构 * OPPO AI Center（OPPO人工智能中心）

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

2510.19668 2025-10-23 cs.CL cs.AI 73%

Unraveling Emotions with Pre-Trained Models

Alejandro Pajón-Sanmartín, Francisco De Arriba-Pérez, Silvia García-Méndez, Fátima Leal, Benedita Malheiro, Juan Carlos Burguillo-Rial

机构 * Information Technologies Group, atlanTTic, University of Vigo, Vigo, Spain（信息科技组，atlanTTic，维戈大学）； Research on Economics, Management and Information Technologies, Universidade Portucalense, Porto, Portugal（经济学、管理与信息科技研究，葡萄牙波尔图大学）； ISEP, Polytechnic of Porto, Porto, Portugal（ISEP，波尔图理工学院）； Institute for Systems and Computer Engineering, Technology and Science, Porto, Portugal（系统与计算机工程、技术与科学研究所）

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

2510.19245 2025-10-23 cs.CY cs.AI cs.HC cs.LG cs.MM 73%

See, Think, Act: Online Shopper Behavior Simulation with VLM Agents

Yimeng Zhang, Jiri Gesi, Ran Xue, Tian Wang, Ziyi Wang, Yuxuan Lu, Sinong Zhan, Huimin Zeng, Qingjun Cui, Yufan Guo, Jing Huang, Mubarak Shah, Dakuo Wang

机构 * Michigan State University（密歇根州立大学）； Amazon（亚马逊）； Northeastern University（东北大学）； Northwestern University（西北大学）； University of Central Florida（佛罗里达中央大学）

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

2410.21228 2025-10-23 cs.LG cs.CL 73%

LoRA vs Full Fine-tuning: An Illusion of Equivalence

Reece Shuttleworth, Jacob Andreas, Antonio Torralba, Pratyusha Sharma

机构 * MIT CSAIL（麻省理工学院计算机科学与人工智能实验室）

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

2510.18898 2025-10-23 cs.CL cs.CY 70%

Transformer-Based Low-Resource Language Translation: A Study on Standard Bengali to Sylheti

Mangsura Kabir Oni, Tabia Tanzin Prama

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

2510.19546 2025-10-23 cs.CL 57%

Conditions for Catastrophic Forgetting in Multilingual Translation

Danni Liu, Jan Niehues

机构 * Karlsruhe Institute of Technology, Germany（卡尔斯鲁厄理工大学）

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

Comments Multilingual Representation Learning (MRL) Workshop 2025

2504.08437 2025-10-23 cs.LG 57%

Customizing Spider Silk: Generative Models with Mechanical Property Conditioning for Protein Engineering

Neeru Dubey, Elin Karlsson, Miguel Angel Redondo, Johan Reimegård, Anna Rising, Hedvig Kjellström

机构 * Division of Robotics, Perception and Learning（机器人、感知与学习 division）； KTH Royal Institute of Technology（皇家理工学院）； Department of Animal Biosciences（动物生物学系）； Swedish University of Agricultural Sciences (SLU)（瑞典农业科学大学）； Science for Life Laboratory (SciLifeLab)（生命科学实验室）； Uppsala University（乌普萨拉大学）

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

Comments 23 pages, 11 figures

Journal ref Transactions on Machine Learning Research volume 7 2025

1. 指令微调 12 篇