语言大模型 / LLM - arXivDaily 专题

2509.25853 2025-10-01 cs.AR 85%

SAIL: SRAM-Accelerated LLM Inference System with Lookup-Table-based GEMV

Jingyao Zhang, Jaewoo Park, Jongeun Lee, Elaheh Sadredini

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

2504.00970 2025-09-30 cs.CL cs.AI cs.LG 85%

SentenceKV: Efficient LLM Inference via Sentence-Level Semantic KV Caching

Yuxuan Zhu, Ali Falahati, David H. Yang, Mohammad Mohammadi Amiri

机构 * Department of Computer Science Rensselaer Polytechnic Institute（计算机科学系，罗切斯特理工学院）； Department of Computer Science University of Waterloo（计算机科学系，滑铁卢大学）

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

2509.22062 2025-09-29 cs.SD eess.AS 85%

Comprehend and Talk: Text to Speech Synthesis via Dual Language Modeling

Junjie Cao, Yichen Han, Ruonan Zhang, Xiaoyang Hao, Hongxiang Li, Shuaijiang Zhao, Yue Liu, Xiao-Ping Zhng

机构 * Tsinghua University（清华大学）； Peking University（北京大学）； AMAP Speech（AMAP语音）

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

Comments conference paper about TTS

2502.15524 2025-09-26 cs.DC 85%

HydraServe: Minimizing Cold Start Latency for Serverless LLM Serving in Public Clouds

Chiheng Lou, Sheng Qi, Chao Jin, Dapeng Nie, Haoran Yang, Yu Ding, Xuanzhe Liu, Xin Jin

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

Comments Accepted by NSDI'26

2501.18056 2025-09-26 cs.IR 85%

RL-based Query Rewriting with Distilled LLM for online E-Commerce Systems

Duy A. Nguyen, Rishi Kesav Mohan, Van Yang, Pritom Saha Akash, Kevin Chen-Chuan Chang

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

2508.13739 2025-09-25 cs.CV 85%

Enhancing Targeted Adversarial Attacks on Large Vision-Language Models via Intermediate Projector

Yiming Cao, Yanjie Li, Kaisheng Liang, Bin Xiao

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

2312.04931 2025-09-25 cs.CV 85%

Long Video Understanding with Learnable Retrieval in Video-Language Models

Jiaqi Xu, Cuiling Lan, Wenxuan Xie, Xuejin Chen, Yan Lu

机构 * School of Information Science and Technology, University of Science and Technology of China（信息科学与技术学院，中国科学技术大学）； Microsoft Research Asia（微软亚洲研究院）

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

Comments Accepted by IEEE Transactions on Multimedia (TMM)

2503.23817 2025-09-24 cs.AR cs.DC 85%

MVDRAM: Enabling GeMV Execution in Unmodified DRAM for Low-Bit LLM Acceleration

Tatsuya Kubo, Daichi Tokuda, Tomoya Nagatani, Masayuki Usui, Lei Qu, Ting Cao, Shinya Takamaeda-Yamazaki

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

2503.01606 2025-09-23 cs.CL cs.AI cs.CY cs.LG 85%

Beyond Prompting: An Efficient Embedding Framework for Open-Domain Question Answering

Zhanghao Hu, Hanqi Yan, Qinglin Zhu, Zhenyi Shen, Yulan He, Lin Gui

机构 * King’s College London（伦敦国王学院）； The Alan Turing Institute（艾伦·图灵研究所）

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

Comments Accepted in ACL 2025 Main, Project link: https://zhanghao-acl25-embqa.github.io/ACL2025-EmbQA/

2509.14781 2025-09-19 cs.AR 85%

LEAP: LLM Inference on Scalable PIM-NoC Architecture with Balanced Dataflow and Fine-Grained Parallelism

Yimin Wang, Yue Jiet Chong, Xuanyao Fong

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

Comments Accepted to the 2025 International Conference on Computer-Aided Design (ICCAD'25)

2509.13942 2025-09-18 cs.SE 85%

Evaluating Classical Software Process Models as Coordination Mechanisms for LLM-Based Software Generation

Duc Minh Ha, Phu Trac Kien, Tho Quan, Anh Nguyen-Duc

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

2509.13765 2025-09-18 cs.AR 85%

TENET: An Efficient Sparsity-Aware LUT-Centric Architecture for Ternary LLM Inference On Edge

Zhirui Huang, Rui Ma, Shijie Cao, Ran Shu, Ian Wang, Ting Cao, Chixiao Chen, Yongqiang Xiong

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

2509.13710 2025-09-18 cs.AR 85%

CompAir: Synergizing Complementary PIMs and In-Transit NoC Computation for Efficient LLM Acceleration

Hongyi Li, Songchen Ma, Huanyu Qu, Weihao Zhang, Jia Chen, Junfeng Lin, Fengbin Tu, Rong Zhao

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

2509.13514 2025-09-18 cs.CR 85%

AQUA-LLM: Evaluating Accuracy, Quantization, and Adversarial Robustness Trade-offs in LLMs for Cybersecurity Question Answering

Onat Gungor, Roshan Sood, Harold Wang, Tajana Rosing

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

Comments Accepted by the 24th IEEE International Conference on Machine Learning and Applications (ICMLA'25)

2507.10259 2025-09-17 cs.DC cs.NI 85%

Temporal-Aware GPU Resource Allocation for Distributed LLM Inference via Reinforcement Learning

Chengze Du, Zhiwei Yu, Heng Xu, Haojie Wang, Bo liu, Jialong Li

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

Comments 17 pages, 12 figures

2507.08523 2025-09-17 cs.SE 85%

InferLog: Accelerating LLM Inference for Online Log Parsing via ICL-oriented Prefix Caching

Yilun Wang, Pengfei Chen, Haiyu Huang, Zilong He, Gou Tan, Chuanfu Zhang, Jingkai He, Zibin Zheng

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

Comments Accepted by ICSE '26 (The 48th IEEE/ACM International Conference on Software Engineering)

2509.11524 2025-09-16 cs.IR 85%

Decoding in Latent Spaces for Efficient Inference in LLM-based Recommendation

Chengbing Wang, Yang Zhang, Zhicheng Wang, Tianhao Shi, Keqin Bao, Fuli Feng, Tat-Seng Chua

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

Comments Accepted for publication in EMNLP'25

2509.10372 2025-09-15 cs.AR 85%

MCBP: A Memory-Compute Efficient LLM Inference Accelerator Leveraging Bit-Slice-enabled Sparsity and Repetitiveness

Huizheng Wang, Zichuan Wang, Zhiheng Yue, Yousheng Long, Taiquan Wei, Jianxun Yang, Yang Wang, Chao Li, Shaojun Wei, Yang Hu, Shouyi Yin

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

2509.09801 2025-09-15 cs.CL cs.AI cs.LG 85%

HEFT: A Coarse-to-Fine Hierarchy for Enhancing the Efficiency and Accuracy of Language Model Reasoning

Brennen Hill

机构 * Department of Computer Science University of Wisconsin-Madison（计算机科学系威斯康星大学麦迪逊分校）

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

2411.02992 2025-09-15 cs.IR cs.CV 85%

Efficient and Effective Adaptation of Multimodal Foundation Models in Sequential Recommendation

Junchen Fu, Xuri Ge, Xin Xin, Alexandros Karatzoglou, Ioannis Arapakis, Kaiwen Zheng, Yongxin Ni, Joemon M. Jose

机构 * School of Computing Science, University of Glasgow（格拉斯哥大学计算机科学学院）； Amazon（亚马逊）； Telefonica Scientific Research（Telefonica科学研究院）； University of Science and Technology of China（中国科学技术大学）

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

Comments Accepted by IEEE Transactions on Knowledge and Data Engineering (TKDE)

2508.10059 2025-09-04 cs.SE 85%

CodeGrad: Integrating Multi-Step Verification with Gradient-Based LLM Refinement

Yueke Zhang, Yifan Zhang, Kevin Leach, Yu Huang

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

Comments 6 Pages

2507.06463 2025-09-04 cs.SE 85%

Evaluating Efficiency and Novelty of LLM-Generated Code for Graph Analysis

Atieh Barati Nia, Mohammad Dindoost, David A. Bader

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

Comments 7 pages, v2: minor revision to match final paper published in the The 29th Annual IEEE High Performance Extreme Computing Conference (HPEC), Virtual, September 15-19, 2025. Outstanding Student Paper Award

2509.02540 2025-09-03 eess.SP 85%

LLM-Enhanced Space-Air-Ground-Sea Integrated Networks

Halvin Yang, Sangarapillai Lambotharan, Mahsa Derakhshani, Lajos Hanzo

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

Comments 6 figures, 7 pages, magazine

2508.19504 2025-08-28 cs.MA cs.DC 85%

Aegis: Taxonomy and Optimizations for Overcoming Agent-Environment Failures in LLM Agents

Kevin Song, Anand Jayarajan, Yaoyao Ding, Qidong Su, Zhanda Zhu, Sihang Liu, Gennady Pekhimenko

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

2508.18089 2025-08-26 cs.SE 85%

LLM-Guided Genetic Improvement: Envisioning Semantic Aware Automated Software Evolution

Karine Even-Mendoza, Alexander Brownlee, Alina Geiger, Carol Hanna, Justyna Petke, Federica Sarro, Dominik Sobania

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

2508.17720 2025-08-26 cs.SE 85%

RepoTransAgent: Multi-Agent LLM Framework for Repository-Aware Code Translation

Ziqi Guan, Xin Yin, Zhiyuan Peng, Chao Ni

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

2508.16684 2025-08-26 cs.SE cs.HC 85%

Democratizing AI Development: Local LLM Deployment for India's Developer Ecosystem in the Era of Tokenized APIs

Vikranth Udandarao, Nipun Misra

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

Comments for survey results, check https://docs.google.com/spreadsheets/d/1t0eV9oURaiu2HfARWo6sriBO0eC8bHUyZNN7CgK2NAk/edit?usp=sharing

2508.16449 2025-08-25 cs.PF 85%

GreenLLM: SLO-Aware Dynamic Frequency Scaling for Energy-Efficient LLM Serving

Qunyou Liu, Darong Huang, Marina Zapater, David Atienza

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

2508.15243 2025-08-22 cs.CV 85%

Comp-X: On Defining an Interactive Learned Image Compression Paradigm With Expert-driven LLM Agent

Yixin Gao, Xin Li, Xiaohan Pan, Runsen Feng, Bingchen Li, Yunpeng Qi, Yiting Lu, Zhengxue Cheng, Zhibo Chen, Jörn Ostermann

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

2506.13114 2025-08-19 cs.SE 85%

Understanding LLM-Centric Challenges for Deep Learning Frameworks: An Empirical Analysis

Yanzhou Mu, Rong Wang, Juan Zhai, Chunrong Fang, Xiang Chen, Jiacong Wu, An Guo, Jiawei Shen, Bingzhuo Li, Zhenyu Chen

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

Comments 46 pages, 14 figures

1. 效率与部署 22368 篇

SAIL: SRAM-Accelerated LLM Inference System with Lookup-Table-based GEMV

SentenceKV: Efficient LLM Inference via Sentence-Level Semantic KV Caching

Comprehend and Talk: Text to Speech Synthesis via Dual Language Modeling

HydraServe: Minimizing Cold Start Latency for Serverless LLM Serving in Public Clouds

RL-based Query Rewriting with Distilled LLM for online E-Commerce Systems

Enhancing Targeted Adversarial Attacks on Large Vision-Language Models via Intermediate Projector

Long Video Understanding with Learnable Retrieval in Video-Language Models

MVDRAM: Enabling GeMV Execution in Unmodified DRAM for Low-Bit LLM Acceleration

Beyond Prompting: An Efficient Embedding Framework for Open-Domain Question Answering

LEAP: LLM Inference on Scalable PIM-NoC Architecture with Balanced Dataflow and Fine-Grained Parallelism

Evaluating Classical Software Process Models as Coordination Mechanisms for LLM-Based Software Generation

TENET: An Efficient Sparsity-Aware LUT-Centric Architecture for Ternary LLM Inference On Edge

CompAir: Synergizing Complementary PIMs and In-Transit NoC Computation for Efficient LLM Acceleration

AQUA-LLM: Evaluating Accuracy, Quantization, and Adversarial Robustness Trade-offs in LLMs for Cybersecurity Question Answering

Temporal-Aware GPU Resource Allocation for Distributed LLM Inference via Reinforcement Learning

InferLog: Accelerating LLM Inference for Online Log Parsing via ICL-oriented Prefix Caching

Decoding in Latent Spaces for Efficient Inference in LLM-based Recommendation

MCBP: A Memory-Compute Efficient LLM Inference Accelerator Leveraging Bit-Slice-enabled Sparsity and Repetitiveness

HEFT: A Coarse-to-Fine Hierarchy for Enhancing the Efficiency and Accuracy of Language Model Reasoning

Efficient and Effective Adaptation of Multimodal Foundation Models in Sequential Recommendation

CodeGrad: Integrating Multi-Step Verification with Gradient-Based LLM Refinement

Evaluating Efficiency and Novelty of LLM-Generated Code for Graph Analysis

LLM-Enhanced Space-Air-Ground-Sea Integrated Networks

Aegis: Taxonomy and Optimizations for Overcoming Agent-Environment Failures in LLM Agents

LLM-Guided Genetic Improvement: Envisioning Semantic Aware Automated Software Evolution

RepoTransAgent: Multi-Agent LLM Framework for Repository-Aware Code Translation

Democratizing AI Development: Local LLM Deployment for India's Developer Ecosystem in the Era of Tokenized APIs

GreenLLM: SLO-Aware Dynamic Frequency Scaling for Energy-Efficient LLM Serving

Comp-X: On Defining an Interactive Learned Image Compression Paradigm With Expert-driven LLM Agent

Understanding LLM-Centric Challenges for Deep Learning Frameworks: An Empirical Analysis