语言大模型 / LLM - arXivDaily 专题

2502.15092 2025-02-24 cs.CL 88%

Optimizing Singular Spectrum for Large Language Model Compression

Dengjie Li, Tiancheng Shen, Yao Zhou, Baisong Yang, Zhongying Liu, Masheng Yang, Bernard Ghanem, Yibo Yang, Yujie Zhong, Ming-Hsuan Yang

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

2410.00487 2025-02-24 cs.CL 88%

Self-Updatable Large Language Models by Integrating Context into Model Parameters

Yu Wang, Xinshuang Liu, Xiusi Chen, Sean O'Brien, Junda Wu, Julian McAuley

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

2502.14770 2025-02-21 cs.LG 88%

Determining Layer-wise Sparsity for Large Language Models Through a Theoretical Perspective

Weizhong Huang, Yuxin Zhang, Xiawu Zheng, Fei Chao, Rongrong Ji

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

2502.14451 2025-02-21 cs.CL 88%

Optimal word order for non-causal text generation with Large Language Models: the Spanish case

Andrea Busto-Castiñeira, Silvia García-Méndez, Francisco de Arriba-Pérez, Francisco J. González-Castaño

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

2502.14005 2025-02-21 cs.LG 88%

Smaller But Better: Unifying Layout Generation with Smaller Large Language Models

Peirong Zhang, Jiaxin Zhang, Jiahuan Cao, Hongliang Li, Lianwen Jin

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

2410.14852 2025-02-20 cs.LG cs.CR 88%

FedSpaLLM: Federated Pruning of Large Language Models

Guangji Bai, Yijiang Li, Zilinghan Li, Liang Zhao, Kibaek Kim

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

Comments NAACL 2025 main

2406.17261 2025-02-19 cs.CL 88%

TRAWL: Tensor Reduced and Approximated Weights for Large Language Models

Yiran Luo, Het Patel, Yu Fu, Dawon Ahn, Jia Chen, Yue Dong, Evangelos E. Papalexakis

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

Comments 12 pages. To appear on PAKDD 2025 Special Session on 'Data Science: Foundations and Applications (DSFA)'

2405.03371 2025-02-19 cs.CL 88%

Explainable Fake News Detection With Large Language Model via Defense Among Competing Wisdom

Bo Wang, Jing Ma, Hongzhan Lin, Zhiwei Yang, Ruichao Yang, Yuan Tian, Yi Chang

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

Comments 12 pages, WWW'2024

2411.05823 2025-02-18 cs.CV cs.AI cs.GR 88%

FlexCAD: Unified and Versatile Controllable CAD Generation with Fine-tuned Large Language Models

Zhanwei Zhang, Shizhao Sun, Wenxiao Wang, Deng Cai, Jiang Bian

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

Comments Published as a conference paper at ICLR 2025

2407.19651 2025-02-18 cs.CV cs.LG cs.MM 88%

Bridging Compressed Image Latents and Multimodal Large Language Models

Chia-Hao Kao, Cheng Chien, Yu-Jen Tseng, Yi-Hsin Chen, Alessandro Gnutti, Shao-Yuan Lo, Wen-Hsiao Peng, Riccardo Leonardi

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

Comments Accepted by ICLR 2025

2502.09974 2025-02-17 cs.AI cs.CR 88%

Has My System Prompt Been Used? Large Language Model Prompt Membership Inference

Roman Levin, Valeriia Cherepanova, Abhimanyu Hans, Avi Schwarzschild, Tom Goldstein

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

2502.05609 2025-02-11 cs.CL 88%

Lossless Acceleration of Large Language Models with Hierarchical Drafting based on Temporal Locality in Speculative Decoding

Sukmin Cho, Sangjin Choi, Taeho Hwang, Jeongyeon Seo, Soyeong Jeong, Huije Lee, Hoyun Song, Jong C. Park, Youngjin Kwon

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

Comments Findings of NAACL 2025

2410.06479 2025-02-06 cs.CL 88%

Compressing Large Language Models with Automated Sub-Network Search

Rhea Sanjay Sukthanker, Benedikt Staffler, Frank Hutter, Aaron Klein

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

2405.10121 2025-02-06 cs.CL cs.MM 88%

Distilling Implicit Multimodal Knowledge into Large Language Models for Zero-Resource Dialogue Generation

Bo Zhang, Hui Ma, Jian Ding, Jian Wang, Bo Xu, Hongfei Lin

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

Comments Accepted by Information Fusion. The code is available at https://github.com/zhangbo-nlp/VIKDF

2502.02458 2025-02-05 cs.CL cs.CV 88%

SAISA: Towards Multimodal Large Language Models with Both Training and Inference Efficiency

Qianhao Yuan, Yanjiang Liu, Yaojie Lu, Hongyu Lin, Ben He, Xianpei Han, Le Sun

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

2502.00311 2025-02-04 cs.LG 88%

Sparse Gradient Compression for Fine-Tuning Large Language Models

David H. Yang, Mohammad Mohammadi Amiri, Tejaswini Pedapati, Subhajit Chaudhury, Pin-Yu Chen

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

2501.18657 2025-02-03 cs.AI cs.SE 88%

Enhancing Large Language Model Efficiencyvia Symbolic Compression: A Formal Approach Towards Interpretability

Lumen AI, Tengzhou No. 1 Middle School, Shihao Ji, Zihui Song, Fucheng Zhong, Jisen Jia, Zhaobo Wu, Zheyi Cao, Tianhao Xu

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

2409.01909 2025-02-03 cs.SE cs.AI 88%

LUK: Empowering Log Understanding with Expert Knowledge from Large Language Models

Lipeng Ma, Weidong Yang, Sihang Jiang, Ben Fei, Mingjie Zhou, Shuhao Li, Mingyu Zhao, Bo Xu, Yanghua Xiao

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

Comments Under review

2402.19366 2025-02-03 cs.CR cs.AI 88%

Exploring the Potential of Large Language Models for Improving Digital Forensic Investigation Efficiency

Akila Wickramasekara, Frank Breitinger, Mark Scanlon

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

Journal ref Forensic Science International: Digital Investigation (52), 301859, 2025

2406.14848 2025-01-29 cs.CL cs.IR 88%

Leveraging Passage Embeddings for Efficient Listwise Reranking with Large Language Models

Qi Liu, Bo Wang, Nan Wang, Jiaxin Mao

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

Comments Accepted by WWW 2025

2405.05803 2025-01-28 cs.CV cs.AI 88%

Boosting Multimodal Large Language Models with Visual Tokens Withdrawal for Rapid Inference

Zhihang Lin, Mingbao Lin, Luxi Lin, Rongrong Ji

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

2501.14802 2025-01-28 cs.DC cs.LG 88%

DNN-Powered MLOps Pipeline Optimization for Large Language Models: A Framework for Automated Deployment and Resource Management

Mahesh Vaijainthymala Krishnamoorthy, Kuppusamy Vellamadam Palavesam, Siva Venkatesh Arcot, Rajarajeswari Chinniah Kuppuswami

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

Comments 22 pages, 15 figures, submitting to a AI Journal

2501.11036 2025-01-23 cs.CL 88%

LF-Steering: Latent Feature Activation Steering for Enhancing Semantic Consistency in Large Language Models

Jingyuan Yang, Rongjun Li, Weixuan Wang, Ziyu Zhou, Zhiyong Feng, Wei Peng

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

2311.15316 2025-01-22 cs.CL 88%

Sibyl: Empowering Empathetic Dialogue Generation in Large Language Models via Sensible and Visionary Commonsense Inference

Lanrui Wang, Jiangnan Li, Chenxu Yang, Zheng Lin, Hongyin Tang, Huan Liu, Yanan Cao, Jingang Wang, Weiping Wang

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

Comments Accepted by COLING 2025

2501.09412 2025-01-17 cs.LG 88%

FASP: Fast and Accurate Structured Pruning of Large Language Models

Hanyu Hu, Pengxiang Zhao, Ping Li, Yi Zheng, Zhefeng Wang, Xiaoming Yuan

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

2501.08582 2025-01-16 cs.CL 88%

LoRS: Efficient Low-Rank Adaptation for Sparse Large Language Model

Yuxuan Hu, Jing Zhang, Xiaodong Chen, Zhe Zhao, Cuiping Li, Hong Chen

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

Comments 12 pages, 4 figures

2501.06837 2025-01-14 cs.AI cs.SE 88%

An efficient approach to represent enterprise web application structure using Large Language Model in the service of Intelligent Quality Engineering

Zaber Al Hassan Ayon, Gulam Husain, Roshankumar Bisoi, Waliur Rahman, Dr Tom Osborn

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

Comments 16 pages, 1 figure and 4 tables, relevant for Gen AI and enterprise AI use cases

2501.02268 2025-01-07 cs.CV cs.AI 88%

What Kind of Visual Tokens Do We Need? Training-free Visual Token Pruning for Multi-modal Large Language Models from the Perspective of Graph

Yutao Jiang, Qiong Wu, Wenhao Lin, Wei Yu, Yiyi Zhou

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

Comments 9 pages, 6 figures

2501.00031 2025-01-03 cs.CL 88%

Distilling Large Language Models for Efficient Clinical Information Extraction

Karthik S. Vedula, Annika Gupta, Akshay Swaminathan, Ivan Lopez, Suhana Bedi, Nigam H. Shah

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

Comments 19 pages, 1 figure, 10 tables

2412.19811 2024-12-31 cs.NI cs.AI cs.SY eess.SY 88%

LINKs: Large Language Model Integrated Management for 6G Empowered Digital Twin NetworKs

Shufan Jiang, Bangyan Lin, Yue Wu, Yuan Gao

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

Comments Accepted by The 2024 IEEE 100th Vehicular Technology Conference (VTC2024-Fall)

1. 效率与部署 22313 篇

Optimizing Singular Spectrum for Large Language Model Compression

Self-Updatable Large Language Models by Integrating Context into Model Parameters

Determining Layer-wise Sparsity for Large Language Models Through a Theoretical Perspective

Optimal word order for non-causal text generation with Large Language Models: the Spanish case

Smaller But Better: Unifying Layout Generation with Smaller Large Language Models

FedSpaLLM: Federated Pruning of Large Language Models

TRAWL: Tensor Reduced and Approximated Weights for Large Language Models

Explainable Fake News Detection With Large Language Model via Defense Among Competing Wisdom

FlexCAD: Unified and Versatile Controllable CAD Generation with Fine-tuned Large Language Models

Bridging Compressed Image Latents and Multimodal Large Language Models

Has My System Prompt Been Used? Large Language Model Prompt Membership Inference

Lossless Acceleration of Large Language Models with Hierarchical Drafting based on Temporal Locality in Speculative Decoding

Compressing Large Language Models with Automated Sub-Network Search

Distilling Implicit Multimodal Knowledge into Large Language Models for Zero-Resource Dialogue Generation

SAISA: Towards Multimodal Large Language Models with Both Training and Inference Efficiency

Sparse Gradient Compression for Fine-Tuning Large Language Models

Enhancing Large Language Model Efficiencyvia Symbolic Compression: A Formal Approach Towards Interpretability

LUK: Empowering Log Understanding with Expert Knowledge from Large Language Models

Exploring the Potential of Large Language Models for Improving Digital Forensic Investigation Efficiency

Leveraging Passage Embeddings for Efficient Listwise Reranking with Large Language Models

Boosting Multimodal Large Language Models with Visual Tokens Withdrawal for Rapid Inference

DNN-Powered MLOps Pipeline Optimization for Large Language Models: A Framework for Automated Deployment and Resource Management

LF-Steering: Latent Feature Activation Steering for Enhancing Semantic Consistency in Large Language Models

Sibyl: Empowering Empathetic Dialogue Generation in Large Language Models via Sensible and Visionary Commonsense Inference

FASP: Fast and Accurate Structured Pruning of Large Language Models

LoRS: Efficient Low-Rank Adaptation for Sparse Large Language Model

An efficient approach to represent enterprise web application structure using Large Language Model in the service of Intelligent Quality Engineering

What Kind of Visual Tokens Do We Need? Training-free Visual Token Pruning for Multi-modal Large Language Models from the Perspective of Graph

Distilling Large Language Models for Efficient Clinical Information Extraction

LINKs: Large Language Model Integrated Management for 6G Empowered Digital Twin NetworKs