语言大模型 / LLM

UFO: Unfair-to-Fair Evolving Mitigates Unfairness in LLM-based Recommender Systems via Self-Play Fine-tuning

UFO: 通过自我对战微调缓解基于大语言模型的推荐系统中的不公平性

Jiaming Zhang, Yuyuan Li, Xiaohua Feng, Zhifei Ren, Li Zhang, Chaochao Chen

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

AI总结 UFO框架通过自我对战机制，缓解基于大语言模型的推荐系统中的不公平性，同时提升推荐性能。

EvoLM: In Search of Lost Language Model Training Dynamics

Zhenting Qi, Fan Nie, Alexandre Alahi, James Zou, Himabindu Lakkaraju, Yilun Du, Eric Xing, Sham Kakade, Hanlin Zhang

机构 * Harvard（哈佛大学） ； Stanford（斯坦福大学） ； EPFL（苏黎世联邦理工学院） ； CMU（卡内基梅隆大学） 纠错

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

Comments NeurIPS 2025 (Oral)

Prompt Engineering vs. Fine-Tuning for LLM-Based Vulnerability Detection in Solana and Algorand Smart Contracts

Biagio Boi, Christian Esposito

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

Transformer Copilot: Learning from The Mistake Log in LLM Fine-tuning

Jiaru Zou, Yikun Ban, Zihao Li, Yunzhe Qi, Ruizhong Qiu, Ling Yang, Jingrui He

机构 * University of Illinois Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） ； Princeton University（普林斯顿大学） 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

Comments NeurIPS 2025 Spotlight

Fine-Tuning Vision-Language Models for Multimodal Polymer Property Prediction

An Vuong, Minh-Hao Van, Prateek Verma, Chen Zhao, Xintao Wu

机构 * Department of EECS University of Arkansas（电子工程与科学系 亚拉荷加大学） ； Department of CS Baylor University（计算机科学系 基尔默大学） 纠错

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

From Grounding to Manipulation: Case Studies of Foundation Model Integration in Embodied Robotic Systems

Xiuchao Sui, Daiying Tian, Qi Sun, Ruirui Chen, Dongkyu Choi, Kenneth Kwok, Soujanya Poria

机构 * IHPC, Agency for Science, Technology and Research, Singapore（科技研究局智能技术中心，新加坡） ； Nanyang Technological University, Singapore（南洋理工大学，新加坡） 纠错

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

Comments EMNLP 2025 camera ready

AutoPrompt: Automated Red-Teaming of Text-to-Image Models via LLM-Driven Adversarial Prompts

Yufan Liu, Wanqian Zhang, Huashan Chen, Lin Wang, Xiaojun Jia, Zheng Lin, 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安全学院） ； School of Cyberspace, Hangzhou Dianzi University（杭州电子科技大学网络空间学院） ； Nanyang Technological University（南洋理工大学） 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

$δ$-STEAL: LLM Stealing Attack with Local Differential Privacy

Kieu Dang, Phung Lai, NhatHai Phan, Yelong Shen, Ruoming Jin, Abdallah Khreishah

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

Comments Accepted at ACML 2025 (PMLR W&CP). Code: https://github.com/kirudang/LDP_Stealing_Attack

CoIDO: Efficient Data Selection for Visual Instruction Tuning via Coupled Importance-Diversity Optimization

Yichen Yan, Ming Zhong, Qi Zhu, Xiaoling Gu, Jinpeng Chen, Huan Li

机构 * The State Key Laboratory of Blockchain and Data Security（区块链与数据安全国家重点实验室） ； Hangzhou High-Tech Zone (Binjiang) Institute of Blockchain and Data Security（杭州高新技术区（滨江）区块链与数据安全研究院） ； Hangzhou Dianzi University（杭州电子科技大学） ； School of Computer Science (National Pilot Software Engineering School), BUPT（计算机学院（国家级试点软件工程学院），北京邮电大学） 纠错

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

Comments 22 pages, 8 figures, 39th Conference on Neural Information Processing Systems (NeurIPS 2025)

In the Eye of MLLM: Benchmarking Egocentric Video Intent Understanding with Gaze-Guided Prompting

Taiying Peng, Jiacheng Hua, Miao Liu, Feng Lu

机构 * State Key Laboratory of VR Technology and Systems, School of CSE, Beihang University（虚拟现实技术与系统国家重点实验室，北京航空航天大学计算机科学与工程学院） ； College of AI, Tsinghua University（清华大学人工智能学院） 纠错

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

Comments Accepted to NeurIPS 2025

An Embarrassingly Simple Defense Against LLM Abliteration Attacks

Harethah Abu Shairah, Hasan Abed Al Kader Hammoud, Bernard Ghanem, George Turkiyyah

机构 * King Abdullah University of Science and Technology（卡布斯大学） 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

Comments preprint - under review

AgentGym-RL: Training LLM Agents for Long-Horizon Decision Making through Multi-Turn Reinforcement Learning

Zhiheng Xi, Jixuan Huang, Chenyang Liao, Baodai Huang, Honglin Guo, Jiaqi Liu, Rui Zheng, Junjie Ye, Jiazheng Zhang, Wenxiang Chen, Wei He, Yiwen Ding, Guanyu Li, Zehui Chen, Zhengyin Du, Xuesong Yao, Yufei Xu, Jiecao Chen, Tao Gui, Zuxuan Wu, Qi Zhang, Xuanjing Huang, Yu-Gang Jiang

机构 * Fudan University（复旦大学） ； Shanghai Innovation Institute（上海创新研究院） 纠错

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

Comments preprint, 39 pages, 16 figures. Project: https://AgentGym-RL.github.io/. Framework and Code: https://github.com/woooodyy/AgentGym, https://github.com/woooodyy/AgentGym-RL

Are Your LLM-based Text-to-SQL Models Secure? Exploring SQL Injection via Backdoor Attacks

Meiyu Lin, Haichuan Zhang, Jiale Lao, Renyuan Li, Yuanchun Zhou, Carl Yang, Yang Cao, Mingjie Tang

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

Comments Accepted to SIGMOD 2026

Larger Is Not Always Better: Exploring Small Open-source Language Models in Logging Statement Generation

Renyi Zhong, Yichen Li, Guangba Yu, Wenwei Gu, Jinxi Kuang, Yintong Huo, Michael R. Lyu

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

VeriCoder: Enhancing LLM-Based RTL Code Generation through Functional Correctness Validation

Anjiang Wei, Huanmi Tan, Tarun Suresh, Daniel Mendoza, Thiago S. F. X. Teixeira, Ke Wang, Caroline Trippel, Alex Aiken

机构 * Stanford University（斯坦福大学） ； Carnegie Mellon University（卡内基梅隆大学） ； University of Illinois Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） ； Intel Corporation（英特尔公司） ； Nanjing University（南京大学） 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

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