语言大模型 / LLM

Prompt Injection as an Emerging Threat: Evaluating the Resilience of Large Language Models

Daniyal Ganiuly, Assel Smaiyl

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

Comments 10 pages, 6 figures

LLM-Guided Dynamic-UMAP for Personalized Federated Graph Learning

Sai Puppala, Ismail Hossain, Md Jahangir Alam, Tanzim Ahad, Sajedul Talukder

机构 * University of Texas at El Paso（德克萨斯理工大学） ； Southern Illinois University Carbondale（南方伊利诺伊大学卡本代尔分校） 纠错

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

Bayesian Mixture of Experts For Large Language Models

Maryam Dialameh, Hossein Rajabzadeh, Weiwei Zhang, Walid Ahmed, Hyock Ju Kwon

机构 * University of Waterloo（滑铁卢大学） ； Ascend Team, Huawei Technologies（华为技术有限公司） 纠错

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

Self-HarmLLM: Can Large Language Model Harm Itself?

Heehwan Kim, Sungjune Park, Daeseon Choi

机构 * Soongsil University（首尔大学） 纠错

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

Detecting Stealthy Backdoor Samples based on Intra-class Distance for Large Language Models

Jinwen Chen, Hainan Zhang, Fei Sun, Qinnan Zhang, Sijia Wen, Ziwei Wang, Zhiming Zheng

机构 * Beijing Advanced Innovation Center for Future Blockchain and Privacy Computing（未来区块链与隐私计算先进创新中心） ； Institute of Artificial Intelligence, Beihang University（北京航空航天大学人工智能学院） ； Institute of Computing Technology, Chinese Academy of Sciences（中国科学院计算技术研究所） 纠错

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

Comments EMNLP2025Findings

Learn More, Forget Less: A Gradient-Aware Data Selection Approach for LLM

Yibai Liu, Shihang Wang, Zeming Liu, Zheming Song, Junzhe Wang, Jingjing Liu, Qingjie Liu, Yunhong Wang

机构 * Fu Foundation School of Engineering and Applied Science, Columbia University（哥伦比亚大学工程与应用科学学院） ； School of Computer Science and Engineering, Beihang University（北航计算机科学与工程学院） 纠错

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

Comments Under review

GMTRouter: Personalized LLM Router over Multi-turn User Interactions

Encheng Xie, Yihang Sun, Tao Feng, Jiaxuan You

机构 * Antiquus S. Hippocampus, Natalia Cerebro & Amelie P. Amygdale Department of Computer Science Cranberry-Lemon University Pittsburgh, PA 15213, USA（计算机科学系，Cranberry-Lemon大学） ； Ji Q. Ren & Yevgeny LeNet Department of Computational Neuroscience University of the Witwatersrand Joburg, South Africa（计算神经科学系，沃特瓦特斯兰大学） 纠错

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

Comments Preprint

Radio Astronomy in the Era of Vision-Language Models: Prompt Sensitivity and Adaptation

Mariia Drozdova, Erica Lastufka, Vitaliy Kinakh, Taras Holotyak, Daniel Schaerer, Slava Voloshynovskiy

机构 * University of Geneva（日内瓦大学） 纠错

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

Comments Machine Learning and the Physical Sciences Workshop, NeurIPS 2025

A Detailed Factor Analysis for the Political Compass Test: Navigating Ideologies of Large Language Models

Sadia Kamal, Lalu Prasad Yadav Prakash, S M Rafiuddin, Mohammed Rakib, Atriya Sen, Sagnik Ray Choudhury

机构 * Oklahoma State University（俄克拉荷马州立大学） ； University of North Texas（北德克萨斯大学） 纠错

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

Raw Data Matters: Enhancing Prompt Tuning by Internal Augmentation on Vision-Language Models

Haoyang Li, Liang Wang, Chao Wang, Siyu Zhou, Jing Jiang, Yan Peng, Guodong Long

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

Comments 16 pages, 6 figures, 15 tables

OR-R1: Automating Modeling and Solving of Operations Research Optimization Problem via Test-Time Reinforcement Learning

Zezhen Ding, Zhen Tan, Jiheng Zhang, Tianlong Chen

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

Comments 9 pages, 5 figures, AAAI 2026

GraphRAFT: Retrieval Augmented Fine-Tuning for Knowledge Graphs on Graph Databases

Alfred Clemedtson, Borun Shi

机构 * Neo4j 纠错

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

X-Troll: eXplainable Detection of State-Sponsored Information Operations Agents

Lin Tian, Xiuzhen Zhang, Maria Myung-Hee Kim, Jennifer Biggs, Marian-Andrei Rizoiu

机构 * University of Technology Sydney（悉尼技术大学） ； RMIT University（皇家墨尔本理工大学） 纠错

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

Comments 15 pages, 5 figures, 4 tables, accepted by CIKM2025

Journal ref Proceedings of the 34th ACM International Conference on Information and Knowledge Management, pp 2874--2884. 2025

Toward Automated Cognitive Assessment in Parkinson's Disease Using Pretrained Language Models

Varada Khanna, Nilay Bhatt, Ikgyu Shin, Sule Tinaz, Yang Ren, Hua Xu, Vipina K. Keloth

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

Comments 15 pages, 4 figures, 1 table. Varada Khanna and Nilay Bhatt are co-first authors. Sule Tinaz and Hua Xu are co-senior authors. Corresponding author: Vipina K. Keloth (vipina.kuttichikeloth@yale.edu)

FedP$^2$EFT: Federated Learning to Personalize PEFT for Multilingual LLMs

Royson Lee, Minyoung Kim, Fady Rezk, Rui Li, Stylianos I. Venieris, Timothy Hospedales

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

Comments Accepted at the 40th Annual AAAI Conference on Artificial Intelligence (AAAI-26)

Fine-Tuning on Noisy Instructions: Effects on Generalization and Performance

Ahmed Alajrami, Xingwei Tan, Nikolaos Aletras

机构 * Department of Computer Science University of Sheffield, UK（计算机科学系 剑桥大学谢菲尔德分校） 纠错

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

Comments Accepted to AACL 2025 main conference

Understanding and Leveraging the Expert Specialization of Context Faithfulness in Mixture-of-Experts LLMs

Jun Bai, Minghao Tong, Yang Liu, Zixia Jia, Zilong Zheng

机构 * State Key Laboratory of General Artificial Intelligence, BIGAI（通用人工智能国家重点实验室，BIGAI） ； School of Computer Science, Wuhan University（武汉大学计算机学院） 纠错

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

Comments EMNLP 2025 Main

ConvMix: A Mixed-Criteria Data Augmentation Framework for Conversational Dense Retrieval

Fengran Mo, Jinghan Zhang, Yuchen Hui, Jia Ao Sun, Zhichao Xu, Zhan Su, Jian-Yun Nie

机构 * Fengran Mo 1（摩峰ran 1） ； Jinghan Zhang 2（张 Jinghan 2） ； Yuchen Hui 1（慧 Yuchen 1） ； Jia Ao Sun 1（Sun Jia Ao 1） ； Zhichao Xu 3（徐 Zhichao 3） ； Zhan Su 1（苏 Zhan 1） ； Jian-Yun Nie 1（Nie Jian-Yun 1） 纠错

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

Comments Accepted by AAAI 2026

Is Cognition Consistent with Perception? Assessing and Mitigating Multimodal Knowledge Conflicts in Document Understanding

Zirui Shao, Feiyu Gao, Zhaoqing Zhu, Chuwei Luo, Hangdi Xing, Zhi Yu, Qi Zheng, Ming Yan, Jiajun Bu

机构 * Zhejiang Key Laboratory of Accessible Perception and Intelligent Systems, Zhejiang University（浙江可感知智能系统重点实验室，浙江大学） ； Alibaba Group（阿里巴巴集团） ； Hangzhou High-Tech Zone (Binjiang) Institute of Blockchain and DataSecurity（杭州高新技术区（滨江）区块链与数据安全研究院） 纠错

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

Comments Accepted at EMNLP 2025

When AI Takes the Wheel: Security Analysis of Framework-Constrained Program Generation

Yue Liu, Zhenchang Xing, Shidong Pan, Chakkrit Tantithamthavorn

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

Lumine: An Open Recipe for Building Generalist Agents in 3D Open Worlds

Weihao Tan, Xiangyang Li, Yunhao Fang, Heyuan Yao, Shi Yan, Hao Luo, Tenglong Ao, Huihui Li, Hongbin Ren, Bairen Yi, Yujia Qin, Bo An, Libin Liu, Guang Shi

机构 * ByteDance Seed（字节跳动种子） ； NTU（国立科技大学） 纠错

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

A Methodology for Developing Foundational Transformer Models in Collider Physics Analysis

E. Abasov, L. Dudko, E. Iudin, A. Markina, P. Volkov, M. Perfilov, A. Zaborenko

专题命中 指令微调 ：foundation model(abstract)