语言大模型 / LLM

Disaggregated Prefill and Decoding Inference System for Large Language Model Serving on Multi-Vendor GPUs

Xing Chen, Rong Shi, Lu Zhao, Lingbin Wang, Xiao Jin, Yueqiang Chen, Hongfeng Sun

专题命中 效率与部署 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)

Automating Steering for Safe Multimodal Large Language Models

Lyucheng Wu, Mengru Wang, Ziwen Xu, Tri Cao, Nay Oo, Bryan Hooi, Shumin Deng

机构 * Zhejiang University（浙江大学） ； Zhejiang University - Ant Group Joint Lab of Knowledge Graph（浙江大学-蚂蚁集团知识图谱联合实验室） ； National University of Singapore, NUS-NCS Joint Lab（新加坡国立大学NUS-NCS联合实验室） 纠错

专题命中 效率与部署 ：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL、cs.AI、cs.LG

Comments EMNLP 2025 Main Conference. 23 pages (8+ for main); 25 figures; 1 table

Multi-view-guided Passage Reranking with Large Language Models

Jeongwoo Na, Jun Kwon, Eunseong Choi, Jongwuk Lee

专题命中 效率与部署 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)

Large Language Model Powered Symbolic Execution

Yihe Li, Ruijie Meng, Gregory J. Duck

专题命中 效率与部署 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)

Comments 29 pages, 6 figures, 7 tables, published in "Object-Oriented Programming, Systems, Languages & Applications" (OOPSLA), 2025

Context-Aware Membership Inference Attacks against Pre-trained Large Language Models

Hongyan Chang, Ali Shahin Shamsabadi, Kleomenis Katevas, Hamed Haddadi, Reza Shokri

机构 * Mohamed bin Zayed University of Artificial Intelligence（莫扎伊德·本·扎耶德人工智能大学） ； Brave Software（Brave软件公司） ； Imperial College London（帝国理工学院） ； National University of Singapore（新加坡国立大学） 纠错

专题命中 效率与部署 ：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL、cs.AI、cs.LG

MEUV: Achieving Fine-Grained Capability Activation in Large Language Models via Mutually Exclusive Unlock Vectors

Xin Tong, Zhi Lin, Jingya Wang, Meng Han, Bo Jin

机构 * Xin Tong School of Information and Cyber Security People’s Public Security University of China（信息与网络安全学院 中国人民公安大学） ； Zhi Lin School of Safety Science Tsinghua University（安全科学学院 清华大学） ； Jingya Wang School of Information and Cyber Security People’s Public Security University of China（信息与网络安全学院 中国人民公安大学） ； Meng Han Intelligent Fusion Research Center Zhejiang University（智能融合研究中心 浙江大学） ； Bo Jin* The Third Research Institute of the Ministry of Public Security of China（中华人民共和国公安部第三研究所） 纠错

专题命中 效率与部署 ：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL、cs.AI、cs.LG

Comments Under Review

AMQ: Enabling AutoML for Mixed-precision Weight-Only Quantization of Large Language Models

Sangjun Lee, Seung-taek Woo, Jungyu Jin, Changhun Lee, Eunhyeok Park

机构 * Graduate School of Artificial Intelligence（人工智能研究生院） ； Department of Convergence IT Engineering（融合IT工程系） ； Pohang University of Science and Technology (POSTECH)（釜山科学技术大学） 纠错

专题命中 效率与部署 ：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL、cs.AI、cs.LG

Comments EMNLP 2025 Main Conference, Long Paper (Oral)

POW: Political Overton Windows of Large Language Models

Leif Azzopardi, Yashar Moshfeghi

专题命中 效率与部署 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)

Comments Accepted in EMNLP 2025

ELEC: Efficient Large Language Model-Empowered Click-Through Rate Prediction

Rui Dong, Wentao Ouyang, Xiangzheng Liu

专题命中 效率与部署 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)

Comments SIGIR 2025

OBLIVIATE: Robust and Practical Machine Unlearning for Large Language Models

Xiaoyu Xu, Minxin Du, Qingqing Ye, Haibo Hu

机构 * The Hong Kong Polytechnic University（香港理工大学） ； The State Key Laboratory of Blockchain and Data Security, Zhejiang University（浙江大学区块链与数据安全国家重点实验室） 纠错

专题命中 效率与部署 ：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL、cs.AI、cs.LG

Comments To appear at EMNLP 25 main conference

EverTracer: Hunting Stolen Large Language Models via Stealthy and Robust Probabilistic Fingerprint

Zhenhua Xu, Meng Han, Wenpeng Xing

专题命中 效率与部署 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)

Comments Accepted by EMNLP2025 Main

Upcycling Candidate Tokens of Large Language Models for Query Expansion

Jinseok Kim, Sukmin Cho, Soyeong Jeong, Sangyeop Kim, Sungzoon Cho

专题命中 效率与部署 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)

Comments CIKM 2025

Fluid Antenna Port Prediction based on Large Language Models

Yali Zhang, Haifan Yin, Weidong Li, Emil Bjornson, Merouane Debbah

专题命中 效率与部署 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)

Comments 6 pages, 4 figures, 1 table, To appear in IEEE Globecom 2025 SAC - MLCN

BASE-Q: Bias and Asymmetric Scaling Enhanced Rotational Quantization for Large Language Models

Liulu He, Shenli Zheng, Karwei Sun, Yijiang Liu, Yufei Zhao, Chongkang Tan, Huanrui Yang, Yuan Du, Li Du

机构 * Nanjing University（南京大学） ； Alibaba Group（阿里巴巴集团） ； University of Arizona（亚利桑那大学） 纠错

专题命中 效率与部署 ：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL、cs.AI、cs.LG

Interleaving Large Language Models for Compiler Testing

Yunbo Ni, Shaohua Li

专题命中 效率与部署 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)

Memory-Efficient Federated Fine-Tuning of Large Language Models via Layer Pruning

Yebo Wu, Jingguang Li, Chunlin Tian, Zhijiang Guo, Li Li

专题命中 效率与部署 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)

Cognitive Agents Powered by Large Language Models for Agile Software Project Management

Konrad Cinkusz, Jarosław A. Chudziak, Ewa Niewiadomska-Szynkiewicz

专题命中 效率与部署 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)

Driving Style Recognition Like an Expert Using Semantic Privileged Information from Large Language Models

Zhaokun Chen, Chaopeng Zhang, Xiaohan Li, Wenshuo Wang, Gentiane Venture, Junqiang Xi

机构 * School of Mechanical Engineering, Beijing Institute of Technology（北京理工大学机械工程学院） ； Division of Energy-Mobility Convergence, Beijing Institute of Technology（北京理工大学能源-移动融合 division） ； Department of Mechanical Engineering, The University of Tokyo（东京大学机械工程系） 纠错

专题命中 效率与部署 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)

EVTP-IVS: Effective Visual Token Pruning For Unifying Instruction Visual Segmentation In Multi-Modal Large Language Models

Wenhui Zhu, Xiwen Chen, Zhipeng Wang, Shao Tang, Sayan Ghosh, Xuanzhao Dong, Rajat Koner, Yalin Wang

机构 * Arizona State University（亚利桑那州立大学） ； Clemson University（克莱姆森大学） ； LinkedIn Corporation（领英公司） ； Ludwig Maximilian University of Munich（慕尼黑路德维希-马克西米利安大学） 纠错

专题命中 效率与部署 ：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL、cs.AI、cs.LG

Chem3DLLM: 3D Multimodal Large Language Models for Chemistry

Lei Jiang, Shuzhou Sun, Biqing Qi, Yuchen Fu, Xiaohua Xu, Yuqiang Li, Dongzhan Zhou, Tianfan Fu

专题命中 效率与部署 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)

Comments 15 pages, 9 figures

Profiling Large Language Model Inference on Apple Silicon: A Quantization Perspective

Afsara Benazir, Felix Xiaozhu Lin

专题命中 效率与部署 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)

Momentum Point-Perplexity Mechanics in Large Language Models

Lorenzo Tomaz, Judd Rosenblatt, Thomas Berry Jones, Diogo Schwerz de Lucena

机构 * AI Safety x Physics Grand Challenge（AI安全x物理大挑战） 纠错

专题命中 效率与部署 ：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL、cs.AI、cs.LG

PRvL: Quantifying the Capabilities and Risks of Large Language Models for PII Redaction

Leon Garza, Anantaa Kotal, Aritran Piplai, Lavanya Elluri, Prajit Das, Aman Chadha

专题命中 效率与部署 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)

TRAIL: Joint Inference and Refinement of Knowledge Graphs with Large Language Models

Xinkui Zhao, Haode Li, Yifan Zhang, Guanjie Cheng, Yueshen Xu

专题命中 效率与部署 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)

Improving Crash Data Quality with Large Language Models: Evidence from Secondary Crash Narratives in Kentucky

Xu Zhang, Mei Chen

专题命中 效率与部署 ：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL、cs.AI、cs.LG

Comments 19 pages, 2 figures

Quantum Knowledge Distillation for Large Language Models

Lingxiao Li, Yihao Wang, Jiacheng Fan, Jing Li, Sujuan Qin, Qiaoyan Wen, Fei Gao

专题命中 效率与部署 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)

Comments Preprint, under review

MindChat: Enhancing BCI Spelling with Large Language Models in Realistic Scenarios

JIaheng Wang, Yucun Zhong, Chengjie Huang, Lin Yao

专题命中 效率与部署 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)

A3D-MoE: Acceleration of Large Language Models with Mixture of Experts via 3D Heterogeneous Integration

Wei-Hsing Huang, Janak Sharda, Cheng-Jhih Shih, Yuyao Kong, Faaiq Waqar, Pin-Jun Chen, Yingyan, Lin, Shimeng Yu

专题命中 效率与部署 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)

Large Language Model-Based Task Offloading and Resource Allocation for Digital Twin Edge Computing Networks

Qiong Wu, Yu Xie, Pingyi Fan, Dong Qin, Kezhi Wang, Nan Cheng, Khaled B. Letaief

专题命中 效率与部署 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)

Comments This paper has been submitted to IEEE TMC

SiLQ: Simple Large Language Model Quantization-Aware Training

Steven K. Esser, Jeffrey L. McKinstry, Deepika Bablani, Rathinakumar Appuswamy, Dharmendra S. Modha

机构 * IBM Research（IBM研究院） 纠错

专题命中 效率与部署 ：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL、cs.AI、cs.LG

Comments 12 pages, 3 figures