语言大模型 / LLM - arXivDaily 专题

2509.03058 2025-09-04 cs.CR 89%

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

2509.02377 2025-09-03 cs.IR 89%

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

2509.01121 2025-09-03 eess.SP 89%

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

2506.15689 2025-09-01 cs.LG cs.AI cs.CL 89%

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）

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

2508.18955 2025-08-27 cs.SE 89%

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)

2508.17209 2025-08-26 cs.DC 89%

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)

2508.16678 2025-08-26 cs.SE cs.MA 89%

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)

2508.13881 2025-08-20 cs.RO 89%

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）

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

2508.11886 2025-08-19 cs.CV cs.AI cs.CL cs.LG eess.IV 89%

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）

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

2508.10696 2025-08-15 cs.CE 89%

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

2508.08531 2025-08-13 cs.PF 89%

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)

2508.08492 2025-08-13 cs.CL cs.AI cs.LG 89%

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）

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

2508.05545 2025-08-08 cs.CR 89%

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)

2508.04474 2025-08-07 cs.IR 89%

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)

2508.04399 2025-08-07 cs.CL cs.AI cs.IR cs.LG 89%

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

2505.13205 2025-08-04 quant-ph 89%

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

2507.21435 2025-07-30 cs.HC 89%

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)

2507.19142 2025-07-28 cs.AR 89%

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)

2507.19050 2025-07-28 cs.NI 89%

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

2507.16933 2025-07-24 cs.LG cs.AI cs.CL 89%

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）

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

2507.16642 2025-07-23 cs.CL cs.AI cs.LG 89%

Towards Automated Regulatory Compliance Verification in Financial Auditing with Large Language Models

Armin Berger, Lars Hillebrand, David Leonhard, Tobias Deußer, Thiago Bell Felix de Oliveira, Tim Dilmaghani, Mohamed Khaled, Bernd Kliem, Rüdiger Loitz, Christian Bauckhage, Rafet Sifa

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 Accepted and published at BigData 2023, 10 pages, 3 figures, 5 tables

Journal ref 2023 IEEE International Conference on Big Data (BigData), Sorrento, Italy, 2023, pp. 4626-4635

2507.14392 2025-07-22 cs.DC 89%

Characterizing Communication Patterns in Distributed Large Language Model Inference

Lang Xu, Kaushik Kandadi Suresh, Quentin Anthony, Nawras Alnaasan, Dhabaleswar K. Panda

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

Comments To be presented at Hot Interconnects 2025

2507.14179 2025-07-22 cs.LG cs.AI cs.CL cs.DC 89%

A Sparsity Predicting Approach for Large Language Models via Activation Pattern Clustering

Nobel Dhar, Bobin Deng, Md Romyull Islam, Xinyue Zhang, Kazi Fahim Ahmad Nasif, Kun Suo

机构 * Kennesaw State University（肯尼斯州立大学）

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 be published in Euro-Par 2025

2404.04966 2025-07-16 cs.SE 89%

Advancing Code Coverage: Incorporating Program Analysis with Large Language Models

Chen Yang, Junjie Chen, Bin Lin, Ziqi Wang, Jianyi Zhou

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

Comments Accepted by TOSEM (ACM Transactions on Software Engineering and Methodology)

2507.09201 2025-07-15 cs.AR cs.DC 89%

SLIM: A Heterogeneous Accelerator for Edge Inference of Sparse Large Language Model via Adaptive Thresholding

Weihong Xu, Haein Choi, Po-kai Hsu, Shimeng Yu, Tajana Rosing

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

2507.06892 2025-07-14 cs.LG cs.AI cs.CL 89%

Squeeze the Soaked Sponge: Efficient Off-policy Reinforcement Finetuning for Large Language Model

Jing Liang, Hongyao Tang, Yi Ma, Jinyi Liu, Yan Zheng, Shuyue Hu, Lei Bai, Jianye Hao

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 Preliminary version, v3, added the missing name of x-axis in the left part of Fig.1 and corrected a wrong number in Fig.3. Project page: https://anitaleungxx.github.io/ReMix

2503.13575 2025-07-09 cs.LG cs.AI cs.CL 89%

Analytic Subspace Routing: How Recursive Least Squares Works in Continual Learning of Large Language Model

Kai Tong, Kang Pan, Xiao Zhang, Erli Meng, Run He, Yawen Cui, Nuoyan Guo, Huiping Zhuang

机构 * South China University of Technology（华南理工大学）； Xiaomi Corporation（小米公司）； The Hong Kong Polytechnic University（香港理工大学）

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 11 pages, 4 figures

2507.03405 2025-07-08 cs.SE 89%

Prompt Engineering Guidelines for Using Large Language Models in Requirements Engineering

Krishna Ronanki, Simon Arvidsson, Johan Axell

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

Comments Accepted for publication at the 51st Euromicro Conference Series on Software Engineering and Advanced Applications (SEAA) 2025

2507.02822 2025-07-04 cs.CL cs.AI cs.LG 89%

SynapseRoute: An Auto-Route Switching Framework on Dual-State Large Language Model

Wencheng Zhang, Shiqin Qiao, Lingjie Luo, Yinfeng Li, Chuanyang Zheng, Qian Xu, Meng Li, Yong Gui, Yijun He, Jianing Qiu, Jindong Hong, Jiankai Sun

机构 * Bytedance（字节跳动）； Xidian University（西安电子科技大学）； The Chinese University of Hong Kong（香港中文大学）； Peking University（北京大学）

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

2507.02689 2025-07-04 cs.IT eess.SP math.IT 89%

On the Convergence of Large Language Model Optimizer for Black-Box Network Management

Hoon Lee, Wentao Zhou, Merouane Debbah, Inkyu Lee

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

1. 效率与部署 22405 篇

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

Upcycling Candidate Tokens of Large Language Models for Query Expansion

Fluid Antenna Port Prediction based on Large Language Models

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

Interleaving Large Language Models for Compiler Testing

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

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

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

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

Chem3DLLM: 3D Multimodal Large Language Models for Chemistry

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

Momentum Point-Perplexity Mechanics in Large Language Models

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

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

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

Quantum Knowledge Distillation for Large Language Models

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

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

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

SiLQ: Simple Large Language Model Quantization-Aware Training

Towards Automated Regulatory Compliance Verification in Financial Auditing with Large Language Models

Characterizing Communication Patterns in Distributed Large Language Model Inference

A Sparsity Predicting Approach for Large Language Models via Activation Pattern Clustering

Advancing Code Coverage: Incorporating Program Analysis with Large Language Models

SLIM: A Heterogeneous Accelerator for Edge Inference of Sparse Large Language Model via Adaptive Thresholding

Squeeze the Soaked Sponge: Efficient Off-policy Reinforcement Finetuning for Large Language Model

Analytic Subspace Routing: How Recursive Least Squares Works in Continual Learning of Large Language Model

Prompt Engineering Guidelines for Using Large Language Models in Requirements Engineering

SynapseRoute: An Auto-Route Switching Framework on Dual-State Large Language Model

On the Convergence of Large Language Model Optimizer for Black-Box Network Management