语言大模型 / LLM

LangVision-LoRA-NAS: Neural Architecture Search for Variable LoRA Rank in Vision Language Models

Krishna Teja Chitty-Venkata, Murali Emani, Venkatram Vishwanath

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

Comments Accepted by ICIP 2025 Conference

SemPT: Semantic Prompt Tuning for Vision-Language Models

Xiao Shi, Yangjun Ou, Zhenzhong Chen

机构 * School of Computer Science and Artificial Intelligence, Wuhan Textile University（武汉纺织大学计算机科学与人工智能学院） ； School of Remote Sensing and Information Engineering, Wuhan University（武汉大学遥感与信息工程学院） 纠错

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

CS-Agent: LLM-based Community Search via Dual-agent Collaboration

Jiahao Hua, Long Yuan, Qingshuai Feng, Qiang Fan, Shan Huang

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

radio-llava: Advancing Vision-Language Models for Radio Astronomical Source Analysis

S. Riggi, T. Cecconello, A. Pilzer, S. Palazzo, N. Gupta, A. M. Hopkins, C. Trigilio, G. Umana

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

Comments 19 pages, 6 figures

The TEA-ASLP System for Multilingual Conversational Speech Recognition and Speech Diarization in MLC-SLM 2025 Challenge

Hongfei Xue, Kaixun Huang, Zhikai Zhou, Shen Huang, Shidong Shang

机构 * Tencent Ethereal Audio Lab（腾讯灵云音频实验室） ； Tencent Corporation（腾讯公司） 纠错

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

Comments Interspeech 2025 workshop

Steering into New Embedding Spaces: Analyzing Cross-Lingual Alignment Induced by Model Interventions in Multilingual Language Models

Anirudh Sundar, Sinead Williamson, Katherine Metcalf, Barry-John Theobald, Skyler Seto, Masha Fedzechkina

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

Comments 34 pages

Personalized Socially Assistive Robots With End-to-End Speech-Language Models For Well-Being Support

Mengxue Fu, Zhonghao Shi, Minyu Huang, Siqi Liu, Mina Kian, Yirui Song, Maja J. Matarić

机构 * Department of Computer Science, University of Southern California（计算机科学系，南加州大学） 纠错

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

Mixture of LoRA Experts with Multi-Modal and Multi-Granularity LLM Generative Error Correction for Accented Speech Recognition

Bingshen Mu, Kun Wei, Pengcheng Guo, Lei Xie

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

Comments IEEE Transactions on Audio, Speech and Language Processing

AirLLM: Diffusion Policy-based Adaptive LoRA for Remote Fine-Tuning of LLM over the Air

Shiyi Yang, Xiaoxue Yu, Rongpeng Li, Jianhang Zhu, Zhifeng Zhao, Honggang Zhang

机构 * College of Information Science and Electronic Engineering, Zhejiang University（浙江大学信息科学与电子工程学院） ； Zhejiang Lab（浙江实验室） 纠错

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

Comments 11 pages, 8 figures

LLM-enhanced Action-aware Multi-modal Prompt Tuning for Image-Text Matching

Mengxiao Tian, Xinxiao Wu, Shuo Yang

机构 * Beijing Key Laboratory of Intelligent Information Technology, School of Computer Science & Technology, Beijing Institute of Technology, China（北京智能信息技术重点实验室，计算机科学与技术学院，北京理工大学，中国） ； Guangdong Laboratory of Machine Perception and Intelligent Computing, Shenzhen MSU-BIT University, China（广东机器感知与智能计算实验室，深圳MSU-BIT大学，中国） ； Beijing Research Center of Intelligent Equipment for Agriculture, China（北京智能农业设备研究中心，中国） 纠错

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

Comments accepted by ICCV 2025

Detecting LLM-Generated Short Answers and Effects on Learner Performance

Shambhavi Bhushan, Danielle R Thomas, Conrad Borchers, Isha Raghuvanshi, Ralph Abboud, Erin Gatz, Shivang Gupta, Kenneth Koedinger

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

Comments Accepted for publication at the 19th European Conference on Technology Enhanced Learning (ECTEL 2025). This is the author's accepted manuscript

The Safety Reminder: A Soft Prompt to Reactivate Delayed Safety Awareness in Vision-Language Models

Peiyuan Tang, Haojie Xin, Xiaodong Zhang, Jun Sun, Qin Xia, Zijiang Yang

机构 * School of Computer Science and Technology, Xi’an Jiaotong University（西安交通大学计算机科学与技术学院） ； School of Computer Science and Technology, University of Science and Technology of China（中国科学技术大学计算机科学与技术学院） ； School of Computing and Information Systems, Singapore Management University（新加坡管理学院计算与信息系统学院） 纠错

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

Comments 23 pages, 10 figures

Dynamic Mixture of Curriculum LoRA Experts for Continual Multimodal Instruction Tuning

Chendi Ge, Xin Wang, Zeyang Zhang, Hong Chen, Jiapei Fan, Longtao Huang, Hui Xue, Wenwu Zhu

机构 * Department of Computer Science and Technology, BNRist, Tsinghua University, Beijing, China（计算机科学与技术系，BNRist，清华大学，北京，中国） ； Alibaba Group, Hangzhou, China（阿里巴巴集团，杭州，中国） 纠错

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

Comments Accepted by ICML 2025

TableDreamer: Progressive and Weakness-guided Data Synthesis from Scratch for Table Instruction Tuning

Mingyu Zheng, Zhifan Feng, Jia Wang, Lanrui Wang, Zheng Lin, Yang Hao, Weiping Wang

机构 * Institute of Information Engineering, Chinese Academy of Sciences（中国科学院信息工程研究所） ； School of Cyber Security, University of Chinese Academy of Sciences（中国科学院大学网络空间安全学院） ； Baidu Inc（百度公司） 纠错

专题命中 指令微调 ：instruction tuning(title,abstract)；LLM(abstract)；分类 cs.CL、cs.AI、cs.LG

Comments 27 pages, 19 figures, Findings of ACL 2025

Vision-Language Modeling Meets Remote Sensing: Models, Datasets and Perspectives

Xingxing Weng, Chao Pang, Gui-Song Xia

机构 * School of Computer Science, Wuhan University（武汉大学计算机学院） ； School of Artificial Intelligence, Wuhan University（武汉大学人工智能学院） 纠错

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

Comments Accepted by IEEE Geoscience and Remote Sensing Magazine

Journal ref IEEE Geoscience and Remote Sensing Magazine, Early Access, 2025

APE: Selective Fine-tuning with Acceptance Criteria for Language Model Adaptation

Javier Marín

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

Outlier-weighed Layerwise Sampling for LLM Fine-tuning

Pengxiang Li, Lu Yin, Xiaowei Gao, Shiwei Liu

机构 * Dalian University of Technology（大连理工大学） ； University of Surrey（Surrey大学） ； Eindhoven University of Technology（埃因霍温理工大学） ； University College London（伦敦大学学院） ； University of Oxford（牛津大学） 纠错

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

Robust Anti-Backdoor Instruction Tuning in LVLMs

Yuan Xun, Siyuan Liang, Xiaojun Jia, Xinwei Liu, Xiaochun Cao

机构 * Institute of Information Engineering, Chinese Academy of Sciences（中国科学院信息工程研究所） ； Nanyang Technological University（南洋理工大学） ； Sun Yat-sen University-Shenzhen（中山大学深圳校区） 纠错

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

Memory-Efficient Split Federated Learning for LLM Fine-Tuning on Heterogeneous Mobile Devices

Xiaopei Chen, Liang Li, Fei Ji, Wen Wu

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

Comments IEEE INFOCOM IEILM 2025

VideoLLaMA 3: Frontier Multimodal Foundation Models for Image and Video Understanding

Boqiang Zhang, Kehan Li, Zesen Cheng, Zhiqiang Hu, Yuqian Yuan, Guanzheng Chen, Sicong Leng, Yuming Jiang, Hang Zhang, Xin Li, Peng Jin, Wenqi Zhang, Fan Wang, Lidong Bing, Deli Zhao

机构 * DAMO Academy, Alibaba Group（达摩院，阿里巴巴集团） ； Hupan Lab（虎派实验室） 纠错

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

Comments BZ, KL, ZC, ZH, YY, GC, SL, YJ, HZ, and XL contributed equally to this project. Code: https://github.com/DAMO-NLP-SG/VideoLLaMA3

Veritas: Deterministic Verilog Code Synthesis from LLM-Generated Conjunctive Normal Form

Prithwish Basu Roy, Akashdeep Saha, Manaar Alam, Johann Knechtel, Michail Maniatakos, Ozgur Sinanoglu, Ramesh Karri

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

Corrupted but Not Broken: Understanding and Mitigating the Negative Impacts of Corrupted Data in Visual Instruction Tuning

Yunhao Gou, Hansi Yang, Zhili Liu, Kai Chen, Yihan Zeng, Lanqing Hong, Zhenguo Li, Qun Liu, Bo Han, James T. Kwok, Yu Zhang

机构 * Southern University of Science and Technology（南方科技大学） ； The Hong Kong University of Science and Technology（香港科技大学） ； Huawei Noah’s Ark Lab（华为诺亚实验室） ； Hong Kong Baptist University（香港 Baptist 大学） 纠错

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

IP-Prompter: Training-Free Theme-Specific Image Generation via Dynamic Visual Prompting

Yuxin Zhang, Minyan Luo, Weiming Dong, Xiao Yang, Haibin Huang, Chongyang Ma, Oliver Deussen, Tong-Yee Lee, Changsheng Xu

机构 * MAIS, Institute of Automation, CAS（MAIS，自动化研究所，中国科学院） ； China School of Artificial Intelligence, UCAS（中国人工智能学院，UCAS） ； ByteDance Inc.（字节跳动公司） ； University of Konstanz（康斯坦茨大学） ； National Cheng-Kung University（国立成功大学） 纠错

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

Comments Accepted by ACM SIGGRAPH 2025. Project page: https://ip-prompter.github.io/

CALM: Co-evolution of Algorithms and Language Model for Automatic Heuristic Design

Ziyao Huang, Weiwei Wu, Kui Wu, Jianping Wang, Wei-Bin Lee

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

Visual Instruction Tuning with Chain of Region-of-Interest

Yixin Chen, Shuai Zhang, Boran Han, Bernie Wang

机构 * Amazon Web Services（亚马逊网络服务） 纠错

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

Comments N/A

Alleviating the Fear of Losing Alignment in LLM Fine-tuning

Kang Yang, Guanhong Tao, Xun Chen, Jun Xu

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

Improving Instruction-Following in Language Models through Activation Steering

Alessandro Stolfo, Vidhisha Balachandran, Safoora Yousefi, Eric Horvitz, Besmira Nushi

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

Comments ICLR 2025

Themes of Building LLM-based Applications for Production: A Practitioner's View

Alina Mailach, Sebastian Simon, Johannes Dorn, Norbert Siegmund

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

MLLM-Selector: Necessity and Diversity-driven High-Value Data Selection for Enhanced Visual Instruction Tuning

Yiwei Ma, Guohai Xu, Xiaoshuai Sun, Jiayi Ji, Jie Lou, Debing Zhang, Rongrong Ji

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

Comments Tech Report

SituationalLLM: Proactive language models with scene awareness for dynamic, contextual task guidance

Muhammad Saif Ullah Khan, Muhammad Zeshan Afzal, Didier Stricker

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

Comments Revised Submission to Open Research Europe

Journal ref Open Research Europe, 5 (2025) 1-14