语言大模型 / LLM

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

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） 纠错

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

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） 纠错

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

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） 纠错

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

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

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 纠错

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

Large Language Models for Czech Aspect-Based Sentiment Analysis

Jakub Šmíd, Pavel Přibáň, Pavel Král

机构 * University of West Bohemia in Pilsen Faculty of Applied Sciences, Department of Computer Science（西波希米亚大学应用科学学院计算机科学与工程系） 纠错

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

Comments Accepted for presentation at the 28th International Conference on Text, Speech and Dialogue (TSD 2025)

Large Language Models Transform Organic Synthesis From Reaction Prediction to Automation

Kartar Kumar Lohana Tharwani, Rajesh Kumar, Sumita, Numan Ahmed, Yong Tang

机构 * International Research Center for Complexity Sciences, Hangzhou International Innovation Institute, Beihang University（国际复杂科学研究中心，杭州创新研究院，北京航空航天大学） ； School of Computer Science and Engineering, University of Electronic Science and Technology of China（计算机科学与工程学院，电子科学与技术大学） ； Yangtze Delta Region Institute (Huzhou), University of Electronic Science and Technology of China（长江三角洲地区研究所（湖州），电子科学与技术大学） ； Government Boys Higher Secondary School, Bukera Sharif, Tando Allahyar, Affiliated with BISE Hyderabad, Sindh, Pakistan（政府男生高级中学，布克里·沙里夫，塔ndo阿勒·耶尔，隶属于Hyderabad BISE，Sindh，巴基斯坦） ； School of Environment and Architecture, University of Shanghai for Science and Technology（环境与建筑学院，上海科学技术大学） 纠错

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

Visualising Policy-Reward Interplay to Inform Zeroth-Order Preference Optimisation of Large Language Models

Alessio Galatolo, Zhenbang Dai, Katie Winkle, Meriem Beloucif

机构 * Uppsala University（乌普萨拉大学） 纠错

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

Comments ACL25 Findings

Advancing Visual Large Language Model for Multi-granular Versatile Perception

Wentao Xiang, Haoxian Tan, Cong Wei, Yujie Zhong, Dengjie Li, Yujiu Yang

机构 * Tsinghua Shenzhen International Graduate School, Tsinghua University（清华大学深圳国际研究生院，清华大学） ； Meituan Inc.（美团公司） 纠错

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

Comments To appear in ICCV 2025

Accurate and Efficient Fine-Tuning of Quantized Large Language Models Through Optimal Balance

Ao Shen, Qiang Wang, Zhiquan Lai, Xionglve Li, Dongsheng Li

机构 * National Key Laboratory of Parallel and Distributed Computing（平行与分布式计算国家重点实验室） ； College of Computer Science and Technology（计算机科学与技术学院） ； National University of Defense Technology（国防科技大学） 纠错

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

UniConv: Unifying Retrieval and Response Generation for Large Language Models in Conversations

Fengran Mo, Yifan Gao, Chuan Meng, Xin Liu, Zhuofeng Wu, Kelong Mao, Zhengyang Wang, Pei Chen, Zheng Li, Xian Li, Bing Yin, Meng Jiang

机构 * University of Montreal（蒙特利尔大学） ； University of Amsterdam（阿姆斯特丹大学） ； Renmin University（中国人民大学） ； University of Notre Dame（圣母大学） 纠错

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

Comments Accepted by ACL 2025 (main)

Neuron-Level Differentiation of Memorization and Generalization in Large Language Models

Ko-Wei Huang, Yi-Fu Fu, Ching-Yu Tsai, Yu-Chieh Tu, Tzu-Ling Cheng, Cheng-Yu Lin, Yi-Ting Yang, Heng-Yi Liu, Keng-Te Liao, Da-Cheng Juan, Shou-De Lin

机构 * National Taiwan University（国立台湾大学） ； Google Research（谷歌研究） 纠错

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

GradOT: Training-free Gradient-preserving Offsite-tuning for Large Language Models

Kai Yao, Zhaorui Tan, Penglei Gao, Lichun Li, Kaixin Wu, Yinggui Wang, Yuan Zhao, Yixin Ji, Wei Wang, Jianke Zhu

机构 * Zhejiang University（浙江大学） ； Ant Group（蚂蚁集团） ； University of Liverpool（利物浦大学） ； Cleveland Clinic Lerner Research Institution（克利夫兰诊所勒纳研究机构） ； Soochow University（苏州大学） 纠错

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

Comments Accepted by ACL 2025 main

FormosanBench: Benchmarking Low-Resource Austronesian Languages in the Era of Large Language Models

Kaiying Kevin Lin, Hsiyu Chen, Haopeng Zhang

机构 * Institute of Linguistics, Academia Sinica（台湾“中央研究院”语言学研究所） ； ALOHA Lab, University of Hawaii at Manoa（夏威夷大学马诺а分校ALOHA实验室） 纠错

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

TableLoRA: Low-rank Adaptation on Table Structure Understanding for Large Language Models

Xinyi He, Yihao Liu, Mengyu Zhou, Yeye He, Haoyu Dong, Shi Han, Zejian Yuan, Dongmei Zhang

机构 * State Key Laboratory of Human-Machine Hybrid Augmented Intelligence, Institute of Artificial Intelligence and Robotics, Xi’an Jiaotong University（人机混合增强智能国家重点实验室，人工智能与机器人研究院，西安交通大学） ； Peking University（北京大学） ； Microsoft（微软公司） 纠错

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

Comments Accepted by ACL 2025 main conference, long paper

Step-by-Step Unmasking for Parameter-Efficient Fine-tuning of Large Language Models

Aradhye Agarwal, Suhas K Ramesh, Ayan Sengupta, Tanmoy Chakraborty

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

Comments 15 pages, 7 tables, 9 figures

EffiCoder: Enhancing Code Generation in Large Language Models through Efficiency-Aware Fine-tuning

Dong Huang, Guangtao Zeng, Jianbo Dai, Meng Luo, Han Weng, Yuhao Qing, Heming Cui, Zhijiang Guo, Jie M. Zhang

机构 * University of Hong Kong（香港大学） ； Singapore University of Technology（新加坡科技设计大学） ； University of Edinburgh（爱丁堡大学） ； National University of Singapore（新加坡国立大学） ； Beijing University of Posts（北京邮电大学） ； University of Cambridge（剑桥大学） ； King’s College London（伦敦国王学院） 纠错

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

Comments Accepted by ICML 2025

Zero-Shot Scene Understanding with Multimodal Large Language Models for Automated Vehicles

Mohammed Elhenawy, Shadi Jaradat, Taqwa I. Alhadidi, Huthaifa I. Ashqar, Ahmed Jaber, Andry Rakotonirainy, Mohammad Abu Tami

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

Cool-Fusion: Fuse Large Language Models without Training

Cong Liu, Xiaojun Quan, Yan Pan, Liang Lin, Weigang Wu, Xu Chen

机构 * Sun Yat-sen University（中山大学） 纠错

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

Journal ref ACL 2025

Detecting Voice Phishing with Precision: Fine-Tuning Small Language Models

Ju Yong Sim, Seong Hwan Kim

机构 * Korea National University of Transportation（韩国交通大学） 纠错

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

Comments 15 pages, 4 figures, 8 tables, journal submission

DREAM: Disentangling Risks to Enhance Safety Alignment in Multimodal Large Language Models

Jianyu Liu, Hangyu Guo, Ranjie Duan, Xingyuan Bu, Yancheng He, Shilong Li, Hui Huang, Jiaheng Liu, Yucheng Wang, Chenchen Jing, Xingwei Qu, Xiao Zhang, Yingshui Tan, Yanan Wu, Jihao Gu, Yangguang Li, Jianke Zhu

机构 * Alibaba Group（阿里巴巴集团） ； Zhejiang University（浙江大学） ； M-A-P ； The Chinese University of Hong Kong（香港中文大学） 纠错

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

Comments [NAACL 2025] The first four authors contribute equally, 23 pages, repo at https://github.com/Kizna1ver/DREAM

Unipa-GPT: Large Language Models for university-oriented QA in Italian

Irene Siragusa, Roberto Pirrone

机构 * Department of Engineering（工程系） ； Università di Palermo（巴勒莫大学） 纠错

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

Comments GitHub repository: https://github.com/CHILab1/UnipaGPT-23

Journal ref IJCoL [Online], 10-2, (2024)

Subspace Optimization for Large Language Models with Convergence Guarantees

Yutong He, Pengrui Li, Yipeng Hu, Chuyan Chen, Kun Yuan

机构 * Peking University（北京大学） ； Zhongguancun Academy（中关村学院） ； Beihang University（北航大学） ； AI for Science Institute, Beijing, China（人工智能科学研究院，北京，中国） ； National Engineering Laboratory for Big Data Analytics（大数据分析与应用国家工程实验室） 纠错

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

Comments Accepted by ICML 2025

Prompt Engineering Large Language Models' Forecasting Capabilities

Philipp Schoenegger, Cameron R. Jones, Philip E. Tetlock, Barbara Mellers

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

Structured Gradient Guidance for Few-Shot Adaptation in Large Language Models

Hongye Zheng, Yichen Wang, Ray Pan, Guiran Liu, Binrong Zhu, Hanlu Zhang

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

Brain-Adapter: Enhancing Neurological Disorder Analysis with Adapter-Tuning Multimodal Large Language Models

Jing Zhang, Xiaowei Yu, Yanjun Lyu, Lu Zhang, Tong Chen, Chao Cao, Yan Zhuang, Minheng Chen, Tianming Liu, Dajiang Zhu

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

G2S: A General-to-Specific Learning Framework for Temporal Knowledge Graph Forecasting with Large Language Models

Long Bai, Zixuan Li, Xiaolong Jin, Jiafeng Guo, Xueqi Cheng, Tat-Seng Chua

机构 * Key Laboratory of Network Data Science and Technology, Institute of Computing Technology, Chinese Academy of Sciences（网络数据科学与技术重点实验室，计算技术研究所，中国科学院） ； State Key Laboratory of AI Safety（人工智能安全国家重点实验室） ； School of Computer Science, University of Chinese Academy of Sciences（中国科学院大学计算机科学学院） ； National University of Singapore（新加坡国立大学） 纠错

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

Comments Findings of ACL 2025

The World As Large Language Models See It: Exploring the reliability of LLMs in representing geographical features

Omid Reza Abbasi, Franz Welscher, Georg Weinberger, Johannes Scholz

机构 * Paris-Lodron University Salzburg（萨尔茨堡巴黎-洛登伦大学） 纠错

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

Comments 9 pages, 4 figures, 2 tables

Enhancing Tool Learning in Large Language Models with Hierarchical Error Checklists

Yue Cui, Liuyi Yao, Shuchang Tao, Weijie Shi, Yaliang Li, Bolin Ding, Xiaofang Zhou

机构 * Alibaba Group（阿里巴巴集团） ； The Hong Kong University of Science and Technology（香港科技大学） 纠错

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