语言大模型 / LLM - arXivDaily 专题

2509.19327 2025-09-25 cs.CL cs.AI 91%

A systematic review of trial-matching pipelines using large language models

Braxton A. Morrison, Madhumita Sushil, Jacob S. Young

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

Comments 28 pages, 3 figures

2509.04606 2025-09-08 cs.CL cs.AI cs.CV 91%

Sample-efficient Integration of New Modalities into Large Language Models

Osman Batur İnce, André F. T. Martins, Oisin Mac Aodha, Edoardo M. Ponti

机构 * University of Edinburgh（爱丁堡大学）； Instituto de Telecomunicações（电信研究所）； Instituto Superior Técnico, Universidade de Lisboa（里斯本大学技术学院）； Unbabel

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

Comments Pre-print

2508.09834 2025-08-14 cs.CL cs.AI cs.CV 91%

Speed Always Wins: A Survey on Efficient Architectures for Large Language Models

Weigao Sun, Jiaxi Hu, Yucheng Zhou, Jusen Du, Disen Lan, Kexin Wang, Tong Zhu, Xiaoye Qu, Yu Zhang, Xiaoyu Mo, Daizong Liu, Yuxuan Liang, Wenliang Chen, Guoqi Li, Yu Cheng

机构 * Shanghai AI Laboratory（上海人工智能实验室）； HKUST (GZ)（香港科技大学）； University of Macau（澳门大学）； Institute of Automation Chinese Academy of Sciences（中国科学院自动化研究所）； Soochow University（苏州大学）； KTH Royal Institute of Technology（皇家理工学院）； Peking University（北京大学）； The Chinese University of Hong Kong（香港中文大学）

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

Comments Survey, 82 pages, GitHub: https://github.com/weigao266/Awesome-Efficient-Arch

2507.01663 2025-07-03 cs.LG cs.AI 91%

AsyncFlow: An Asynchronous Streaming RL Framework for Efficient LLM Post-Training

Zhenyu Han, Ansheng You, Haibo Wang, Kui Luo, Guang Yang, Wenqi Shi, Menglong Chen, Sicheng Zhang, Zeshun Lan, Chunshi Deng, Huazhong Ji, Wenjie Liu, Yu Huang, Yixiang Zhang, Chenyi Pan, Jing Wang, Xin Huang, Chunsheng Li, Jianping Wu

机构 * Huawei（华为）； Huawei Individual Researcher（华为独立研究者）； Individual Researcher（独立研究者）

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

2506.11040 2025-06-16 cs.LG cs.CL cs.ET 91%

Large Language models for Time Series Analysis: Techniques, Applications, and Challenges

Feifei Shi, Xueyan Yin, Kang Wang, Wanyu Tu, Qifu Sun, Huansheng Ning

机构 * School of Computer and Communication Engineering, University of Science and Technology Beijing（计算机与通信工程学院，北京科技大学）

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

2501.12956 2025-06-10 cs.LG cs.AI math.OC 91%

GANQ: GPU-Adaptive Non-Uniform Quantization for Large Language Models

Pengxiang Zhao, Xiaoming Yuan

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

2410.17714 2025-06-03 cs.CL cs.AI 91%

CogSteer: Cognition-Inspired Selective Layer Intervention for Efficiently Steering Large Language Models

Xintong Wang, Jingheng Pan, Liang Ding, Longyue Wang, Longqin Jiang, Xingshan Li, Chris Biemann

机构 * Department of Informatics, Universität Hamburg（汉堡大学信息学院）； The University of Sydney（悉尼大学）； Alibaba International Digital Commerce（阿里巴巴国际数字商业）； Institute of Psychology, Chinese Academy of Sciences（中国科学院心理研究所）

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

Comments Accepted to Findings of ACL 2025

2502.19883 2025-05-27 cs.CR cs.AI cs.CL 91%

Beyond the Tip of Efficiency: Uncovering the Submerged Threats of Jailbreak Attacks in Small Language Models

Sibo Yi, Tianshuo Cong, Xinlei He, Qi Li, Jiaxing Song

机构 * Tsinghua University（清华大学）； Zhongguancun Laboratory（中关村实验室）； The Hong Kong University of Science and Technology (Guangzhou)（香港科技大学（广州））； Shandong Key Laboratory of Artificial Intelligence Security（山东省人工智能安全重点实验室）

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

Comments Accepted to ACL 2025 findings

2505.17470 2025-05-26 cs.CL cs.AI 91%

SLearnLLM: A Self-Learning Framework for Efficient Domain-Specific Adaptation of Large Language Models

Xiang Liu, Zhaoxiang Liu, Peng Wang, Kohou Wang, Huan Hu, Kai Wang, Shiguo Lian

机构 * Unicom Data Intelligence（中国联通数据智能研究所）； Data Science & Artificial Intelligence Research Institute（数据科学与人工智能研究院）； China United Network Communications Group Corporation Limited（中国联合网络通信集团有限公司）

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

Comments 12 pages, 5 figures

2505.17051 2025-05-26 cs.CL cs.AI 91%

Embedding-to-Prefix: Parameter-Efficient Personalization for Pre-Trained Large Language Models

Bernd Huber, Ghazal Fazelnia, Andreas Damianou, Sebastian Peleato, Max Lefarov, Praveen Ravichandran, Marco De Nadai, Mounia Lalmas-Roellke, Paul N. Bennett

机构 * Spotify

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

2505.17040 2025-05-26 cs.LG cs.CL 91%

Generalizing Large Language Model Usability Across Resource-Constrained

Yun-Da Tsai

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

Comments Doctoral disstertation

2505.14071 2025-05-21 cs.LG cs.CL cs.CV 91%

Textual Steering Vectors Can Improve Visual Understanding in Multimodal Large Language Models

Woody Haosheng Gan, Deqing Fu, Julian Asilis, Ollie Liu, Dani Yogatama, Vatsal Sharan, Robin Jia, Willie Neiswanger

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

2501.16376 2025-05-20 cs.LG cs.AI 91%

SwiftPrune: Hessian-Free Weight Pruning for Large Language Models

Yuhan Kang, Yang Shi, Mei We, Jun He, Jianchao Yang, Zeyu Xue, Jing Feng, Xinwang Liu

机构 * National University of Defense Technology（国防科技大学）

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

2505.03031 2025-05-07 cs.LG cs.CL 91%

Radio: Rate-Distortion Optimization for Large Language Model Compression

Sean I. Young

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

Comments Accepted to ICML 2025

2504.11004 2025-04-16 cs.CL cs.AI 91%

Dynamic Compressing Prompts for Efficient Inference of Large Language Models

Jinwu Hu, Wei Zhang, Yufeng Wang, Yu Hu, Bin Xiao, Mingkui Tan, Qing Du

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

Comments Under review (submited in 2024.11)

2503.21810 2025-03-31 cs.DB cs.AI cs.CL cs.IR 91%

Taxonomy Inference for Tabular Data Using Large Language Models

Zhenyu Wu, Jiaoyan Chen, Norman W. Paton

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

2406.01566 2025-03-07 cs.DC cs.CL cs.LG 91%

Helix: Serving Large Language Models over Heterogeneous GPUs and Network via Max-Flow

Yixuan Mei, Yonghao Zhuang, Xupeng Miao, Juncheng Yang, Zhihao Jia, Rashmi Vinayak

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

Comments ASPLOS 2025

2503.00865 2025-03-04 cs.CL cs.AI 91%

Babel: Open Multilingual Large Language Models Serving Over 90% of Global Speakers

Yiran Zhao, Chaoqun Liu, Yue Deng, Jiahao Ying, Mahani Aljunied, Zhaodonghui Li, Lidong Bing, Hou Pong Chan, Yu Rong, Deli Zhao, Wenxuan Zhang

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

2410.03777 2025-02-26 cs.CL cs.AI 91%

Determine-Then-Ensemble: Necessity of Top-k Union for Large Language Model Ensembling

Yuxuan Yao, Han Wu, Mingyang Liu, Sichun Luo, Xiongwei Han, Jie Liu, Zhijiang Guo, Linqi Song

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

2502.11059 2025-02-18 cs.LG cs.AI 91%

ClimateLLM: Efficient Weather Forecasting via Frequency-Aware Large Language Models

Shixuan Li, Wei Yang, Peiyu Zhang, Xiongye Xiao, Defu Cao, Yuehan Qin, Xiaole Zhang, Yue Zhao, Paul Bogdan

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

2501.13987 2025-01-27 cs.LG cs.AI 91%

OstQuant: Refining Large Language Model Quantization with Orthogonal and Scaling Transformations for Better Distribution Fitting

Xing Hu, Yuan Cheng, Dawei Yang, Zukang Xu, Zhihang Yuan, Jiangyong Yu, Chen Xu, Zhe Jiang, Sifan Zhou

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

Comments 10 Pages

2501.11031 2025-01-22 cs.SE cs.AI cs.CL 91%

AdaptiveLog: An Adaptive Log Analysis Framework with the Collaboration of Large and Small Language Model

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

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

2411.16300 2024-12-20 cs.CL cs.AI 91%

BayLing 2: A Multilingual Large Language Model with Efficient Language Alignment

Shaolei Zhang, Kehao Zhang, Qingkai Fang, Shoutao Guo, Yan Zhou, Xiaodong Liu, Yang Feng

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

Comments BayLing 2's online demo: http://nlp.ict.ac.cn/bayling/demo. BayLing 2's code and models: https://github.com/ictnlp/BayLing

2406.02224 2024-12-17 cs.CL cs.AI 91%

FedMKT: Federated Mutual Knowledge Transfer for Large and Small Language Models

Tao Fan, Guoqiang Ma, Yan Kang, Hanlin Gu, Yuanfeng Song, Lixin Fan, Kai Chen, Qiang Yang

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

2411.07762 2024-12-13 cs.LG cs.AI 91%

ASER: Activation Smoothing and Error Reconstruction for Large Language Model Quantization

Weibo Zhao, Yubin Shi, Xinyu Lyu, Wanchen Sui, Shen Li, Yong Li

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

Comments Accepted at AAAI 2025

2311.06062 2024-11-27 cs.CL cs.CR cs.LG 91%

Practical Membership Inference Attacks against Fine-tuned Large Language Models via Self-prompt Calibration

Wenjie Fu, Huandong Wang, Chen Gao, Guanghua Liu, Yong Li, Tao Jiang

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

Comments Repo: NeurIPS2024_SPV-MIA" target="_blank" rel="noopener">https://github.com/tsinghua-fib-lab/NeurIPS2024_SPV-MIA

Journal ref The Thirty-eighth Annual Conference on Neural Information Processing Systems (NeurIPS 2024)

2405.18886 2024-11-05 cs.LG cs.AI math.OC stat.ML 91%

Compressing Large Language Models using Low Rank and Low Precision Decomposition

Rajarshi Saha, Naomi Sagan, Varun Srivastava, Andrea J. Goldsmith, Mert Pilanci

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

Comments Accepted to The 38th Conference on Neural Information Processing Systems (NeurIPS 2024). [31 pages, 10 figures, 9 tables]

2402.02370 2024-11-01 cs.LG cs.CL 91%

AutoTimes: Autoregressive Time Series Forecasters via Large Language Models

Yong Liu, Guo Qin, Xiangdong Huang, Jianmin Wang, Mingsheng Long

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

2410.16215 2024-10-22 cs.CL cs.AI 91%

Pre-training Distillation for Large Language Models: A Design Space Exploration

Hao Peng, Xin Lv, Yushi Bai, Zijun Yao, Jiajie Zhang, Lei Hou, Juanzi Li

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

2406.10382 2024-10-08 cs.AI cs.CL 91%

Efficient Prompting for LLM-based Generative Internet of Things

Bin Xiao, Burak Kantarci, Jiawen Kang, Dusit Niyato, Mohsen Guizani

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

Comments 14 pages, 11 figures. IEEE Internet of Things Journal, 2024

1. 效率与部署 22116 篇

A systematic review of trial-matching pipelines using large language models

Sample-efficient Integration of New Modalities into Large Language Models

Speed Always Wins: A Survey on Efficient Architectures for Large Language Models

AsyncFlow: An Asynchronous Streaming RL Framework for Efficient LLM Post-Training

Large Language models for Time Series Analysis: Techniques, Applications, and Challenges

GANQ: GPU-Adaptive Non-Uniform Quantization for Large Language Models

CogSteer: Cognition-Inspired Selective Layer Intervention for Efficiently Steering Large Language Models

Beyond the Tip of Efficiency: Uncovering the Submerged Threats of Jailbreak Attacks in Small Language Models

SLearnLLM: A Self-Learning Framework for Efficient Domain-Specific Adaptation of Large Language Models

Embedding-to-Prefix: Parameter-Efficient Personalization for Pre-Trained Large Language Models

Generalizing Large Language Model Usability Across Resource-Constrained

Textual Steering Vectors Can Improve Visual Understanding in Multimodal Large Language Models

SwiftPrune: Hessian-Free Weight Pruning for Large Language Models

Radio: Rate-Distortion Optimization for Large Language Model Compression

Dynamic Compressing Prompts for Efficient Inference of Large Language Models

Taxonomy Inference for Tabular Data Using Large Language Models

Helix: Serving Large Language Models over Heterogeneous GPUs and Network via Max-Flow

Babel: Open Multilingual Large Language Models Serving Over 90% of Global Speakers

Determine-Then-Ensemble: Necessity of Top-k Union for Large Language Model Ensembling

ClimateLLM: Efficient Weather Forecasting via Frequency-Aware Large Language Models

OstQuant: Refining Large Language Model Quantization with Orthogonal and Scaling Transformations for Better Distribution Fitting

AdaptiveLog: An Adaptive Log Analysis Framework with the Collaboration of Large and Small Language Model

BayLing 2: A Multilingual Large Language Model with Efficient Language Alignment

FedMKT: Federated Mutual Knowledge Transfer for Large and Small Language Models

ASER: Activation Smoothing and Error Reconstruction for Large Language Model Quantization

Practical Membership Inference Attacks against Fine-tuned Large Language Models via Self-prompt Calibration

Compressing Large Language Models using Low Rank and Low Precision Decomposition

AutoTimes: Autoregressive Time Series Forecasters via Large Language Models

Pre-training Distillation for Large Language Models: A Design Space Exploration

Efficient Prompting for LLM-based Generative Internet of Things