语言大模型 / LLM

Frozen Large Language Models Can Perceive Paralinguistic Aspects of Speech

Wonjune Kang, Junteng Jia, Chunyang Wu, Wei Zhou, Egor Lakomkin, Yashesh Gaur, Leda Sari, Suyoun Kim, Ke Li, Jay Mahadeokar, Ozlem Kalinli

机构 * Massachusetts Institute of Technology（麻省理工学院） ； Meta 纠错

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

Comments Accepted to Interspeech 2025

RobotxR1: Enabling Embodied Robotic Intelligence on Large Language Models through Closed-Loop Reinforcement Learning

Liam Boyle, Nicolas Baumann, Paviththiren Sivasothilingam, Michele Magno, Luca Benini

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

EvidenceMap: Learning Evidence Analysis to Unleash the Power of Small Language Models for Biomedical Question Answering

Chang Zong, Jian Wan, Siliang Tang, Lei Zhang

机构 * Zhejiang University of Science and Technology（浙江理工大学） ； Zhejiang University（浙江大学） 纠错

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

Comments 13 pages, 6 figures

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

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） 纠错

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

We Politely Insist: Your LLM Must Learn the Persian Art of Taarof

Nikta Gohari Sadr, Sahar Heidariasl, Karine Megerdoomian, Laleh Seyyed-Kalantari, Ali Emami

机构 * Brock University（布鲁克大学） ； Zoorna AI ； York University（约克大学） ； Emory University（埃默里大学） 纠错

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

Comments Accepted to EMNLP 2025 Main Conference

LLM Encoder vs. Decoder: Robust Detection of Chinese AI-Generated Text with LoRA

Houji Jin, Negin Ashrafi, Armin Abdollahi, Wei Liu, Jian Wang, Ganyu Gui, Maryam Pishgar, Huanghao Feng

机构 * Suzhou University of Technology（苏州科技大学） ； University of Southern California（南加州大学） 纠错

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

Exploring and Reshaping the Weight Distribution in LLM

Chunming Ye, Songzhou Li, Xu Xu

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

Comments 19 pages,16 figures

Dream-Coder 7B: An Open Diffusion Language Model for Code

Zhihui Xie, Jiacheng Ye, Lin Zheng, Jiahui Gao, Jingwei Dong, Zirui Wu, Xueliang Zhao, Shansan Gong, Xin Jiang, Zhenguo Li, Lingpeng Kong

机构 * The University of Hong Kong（香港大学） ； Huawei Noah’s Ark Lab（华为诺亚实验室） 纠错

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

VPO: Aligning Text-to-Video Generation Models with Prompt Optimization

Jiale Cheng, Ruiliang Lyu, Xiaotao Gu, Xiao Liu, Jiazheng Xu, Yida Lu, Jiayan Teng, Zhuoyi Yang, Yuxiao Dong, Jie Tang, Hongning Wang, Minlie Huang

机构 * The Conversational Artificial Intelligence (CoAI) Group, Tsinghua University（清华大学对话人工智能（CoAI）小组） ； Zhipu AI（智谱AI） ； The Knowledge Engineering Group (KEG), Tsinghua University（清华大学知识工程小组（KEG）） 纠错

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

Comments ICCV 2025

ERank: Fusing Supervised Fine-Tuning and Reinforcement Learning for Effective and Efficient Text Reranking

Yuzheng Cai, Yanzhao Zhang, Dingkun Long, Mingxin Li, Pengjun Xie, Weiguo Zheng

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

FedMVP: Federated Multimodal Visual Prompt Tuning for Vision-Language Models

Mainak Singha, Subhankar Roy, Sarthak Mehrotra, Ankit Jha, Moloud Abdar, Biplab Banerjee, Elisa Ricci

机构 * University of Trento（特伦托大学） ； University of Bergamo（贝拉姆奥大学） ； Indian Institute of Technology Bombay（印度班加罗尔理工学院） ； LNMIIT Jaipur（斋普尔LNMIIT） ； The University of Queensland（昆士兰大学） ； Fondazione Bruno Kessler（布鲁诺·凯塞勒基金会） 纠错

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

Comments Accepted in ICCV 2025

Exploring Primitive Visual Measurement Understanding and the Role of Output Format in Learning in Vision-Language Models

Ankit Yadav, Lingqiao Liu, Yuankai Qi

机构 * The University of Adelaide（阿德莱德大学） ； Macquarie University（麦考瑞大学） 纠错

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

Comments 25 Pages Accepted in DICTA 2025

Adaptive Point-Prompt Tuning: Fine-Tuning Heterogeneous Foundation Models for 3D Point Cloud Analysis

Mengke Li, Lihao Chen, Peng Zhang, Yiu-ming Cheung, Hui Huang

机构 * College of Computer Science and Software Engineering, Shenzhen University（深圳大学计算机科学与软件工程学院） ； Guangdong Laboratory of Artificial Intelligence and Digital Economy (SZ)（广东省人工智能与数字经济实验室） ； National Laboratory of Radar Signal Processing, Xidian University（雷达信号处理国家实验室） ； Department of Computer Science, Hong Kong Baptist University（香港 Baptist 大学计算机科学系） 纠错

专题命中 指令微调 ：foundation model(title,abstract)

TableZoomer: A Collaborative Agent Framework for Large-scale Table Question Answering

Sishi Xiong, Ziyang He, Zhongjiang He, Yu Zhao, Changzai Pan, Jie Zhang, Zhenhe Wu, Shuangyong Song, Yongxiang Li

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

InsBank: Evolving Instruction Subset for Ongoing Alignment

Jiayi Shi, Yiwei Li, Shaoxiong Feng, Peiwen Yuan, Xinglin Wang, Yueqi Zhang, Chuyi Tan, Boyuan Pan, Huan Ren, Yao Hu, Kan Li

机构 * School of Computer Science, Beijing Institute of Technology（计算机科学学院，北京理工大学） 纠错

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

PalmX 2025: The First Shared Task on Benchmarking LLMs on Arabic and Islamic Culture

Fakhraddin Alwajih, Abdellah El Mekki, Hamdy Mubarak, Majd Hawasly, Abubakr Mohamed, Muhammad Abdul-Mageed

机构 * The University of British Columbia（不列颠哥伦比亚大学） ； Qatar Computing Research Institute（卡塔尔计算研究所） 纠错

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

Comments https://palmx.dlnlp.ai/

Memory Limitations of Prompt Tuning in Transformers

Maxime Meyer, Mario Michelessa, Caroline Chaux, Vincent Y. F. Tan

机构 * Department of Mathematics, National University of Singapore（新加坡国立大学数学系） ； IPAL, IRL2955, Singapore（新加坡IPAL） ； School of Computing, National University of Singapore（新加坡国立大学计算机学院） ； Department of Electrical and Computer Engineering, National University of Singapore（新加坡国立大学电气与计算机工程系） 纠错

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

How Important is `Perfect' English for Machine Translation Prompts?

Patrícia Schmidtová, Niyati Bafna, Seth Aycock, Gianluca Vico, Wiktor Kamzela, Katharina Hämmerl, Vilém Zouhar

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

NetRoller: Interfacing General and Specialized Models for End-to-End Autonomous Driving

Ren Xin, Hongji Liu, Xiaodong Mei, Wenru Liu, Maosheng Ye, Zhili Chen, Jun Ma

机构 * The Hong Kong University of Science and Technology（香港科学与技术大学） 纠错

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

Comments This work has been submitted to the IEEE for possible publication

Unlocking the Effectiveness of LoRA-FP for Seamless Transfer Implantation of Fingerprints in Downstream Models

Zhenhua Xu, Zhaokun Yan, Binhan Xu, Xin Tong, Haitao Xu, Yourong Chen, Meng Han

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

Comments Accepted By EMNLP2025

Learning Yourself: Class-Incremental Semantic Segmentation with Language-Inspired Bootstrapped Disentanglement

Ruitao Wu, Yifan Zhao, Jia Li

机构 * State Key Laboratory of Virtual Reality Technology and Systems, SCSE & QRI, Beihang University（虚拟现实技术与系统国家重点实验室，北京航空航天大学） 纠错

专题命中 指令微调 ：language model(abstract)

Comments Accepted by ICCV 2025

Language-Aware Information Maximization for Transductive Few-Shot CLIP

Ghassen Baklouti, Maxime Zanella, Ismail Ben Ayed

机构 * École de Technologie Supérieure (ÉTS)（École de Technologie Supérieure） ； Université Catholique de Louvain (UCLouvain)（Université Catholique de Louvain） ； Université de Mons (UMons)（Université de Mons） 纠错

专题命中 指令微调 ：language model(abstract)

SALT: Parameter-Efficient Fine-Tuning via Singular Value Adaptation with Low-Rank Transformation

Abdelrahman Elsayed, Sarim Hashmi, Mohammed Elseiagy, Hu Wang, Mohammad Yaqub, Ibrahim Almakky

机构 * Mohamed Bin Zayed University of Artificial Intelligence（Mohamed Bin Zayed人工智能大学） 纠错

专题命中 指令微调 ：foundation model(abstract)

Comments BMVC 2025

Activation Steering Meets Preference Optimization: Defense Against Jailbreaks in Vision Language Models

Sihao Wu, Gaojie Jin, Wei Huang, Jianhong Wang, Xiaowei Huang

机构 * University of Liverpool（利物浦大学） ； University of Exeter（埃克塞特大学） ； Purple Mountain Laboratories（紫金山实验室） ； University of Bristol（布里斯托大学） 纠错

专题命中 后训练与偏好优化 ：language model(title,abstract)；preference optimization(title,abstract)；分类 cs.AI

MPO: Multidimensional Preference Optimization for Language Model-based Text-to-Speech

Kangxiang Xia, Xinfa Zhu, Jixun Yao, Lei Xie

机构 * School of Computer Science, Northwestern Polytechnical University（计算机科学学院） 纠错

专题命中 后训练与偏好优化 ：language model(title,abstract)；preference optimization(title,abstract)

Comments Accepted by NCMMSC2025

Balanced Actor Initialization: Stable RLHF Training of Distillation-Based Reasoning Models

Chen Zheng, Yiyuan Ma, Yuan Yang, Deyi Liu, Jing Liu, Zuquan Song, Yuxin Song, Cheng Ren, Hang Zhu, Xin Liu, Yiyuan Ma, Siyuan Qiao, Xun Zhou, Liang Xiang, Yonghui Wu

机构 * Peking University（北京大学） 纠错

专题命中 后训练与偏好优化 ：RLHF(title,abstract)；large language model(abstract)；language model(abstract)；instruction tuning(abstract)

Temporal Preference Optimization for Long-Form Video Understanding

Rui Li, Xiaohan Wang, Yuhui Zhang, Orr Zohar, Zeyu Wang, Serena Yeung-Levy

机构 * Stanford University（斯坦福大学） 纠错

专题命中 后训练与偏好优化 ：preference optimization(title,abstract)；post-training(abstract)；分类 cs.CL、cs.AI、cs.LG

UAV Individual Identification via Distilled RF Fingerprints-Based LLM in ISAC Networks

Haolin Zheng, Ning Gao, Donghong Cai, Shi Jin, Michail Matthaiou

专题命中 后训练与偏好优化 ：LLM(title,abstract)；large language model(abstract)；language model(abstract)

Beyond Scalar Reward Model: Learning Generative Judge from Preference Data

Ziyi Ye, Xiangsheng Li, Qiuchi Li, Qingyao Ai, Yujia Zhou, Wei Shen, Dong Yan, Yiqun Liu

机构 * Department of Computer Science and Technology, Tsinghua University（清华大学计算机科学与技术系） ； Baichuan AI（拜智科技） ； University of Copenhagen（哥本哈根大学） 纠错

专题命中 后训练与偏好优化 ：LLM(abstract)；large language model(abstract)；language model(abstract)；preference optimization(abstract)

Journal ref The Thirteenth International Conference on Learning Representations 2025