A Cost-Benefit Analysis of On-Premise Large Language Model Deployment: Breaking Even with Commercial LLM Services
机构 * Carnegie Mellon University(卡内基梅隆大学)
高校专区
机构 * Carnegie Mellon University(卡内基梅隆大学)
机构 * Mechanical Engineering Department, Carnegie Mellon University(卡内基梅隆大学机械工程系) ; Robotics Institute, Carnegie Mellon University(卡内基梅隆大学机器人研究所) ; Mechanical Engineering Department, New Mexico Institute of Mining and Technology(新墨西哥州矿业与技术研究所机械工程系)
机构 * Robotics Institute, Carnegie Mellon University(卡内基梅隆大学机器人研究所)
Comments First 2 authors contributed equally
机构 * Department of Elec.&Comp. Science, University of Massachusetts Amherst(马萨诸塞大学阿姆赫斯特分校电子与计算机科学系) ; Department of Computer Sys. Engineering, Northeastern University(东北大学计算机系统工程系) ; Department of Computer Science, George Mason University(乔治·梅森大学计算机科学系) ; Department of Info. Networking Institude, Carnegie Mellon University(卡内基梅隆大学信息网络研究所) ; Department of Computer & Mathematical Sciences, Auckland University of Technology(奥克兰理工大学计算机与数学科学系)
Journal ref INNO-PRESS: Journal of Emerging Applied AI, 2025
机构 * Carnegie Mellon University(卡内基梅隆大学) ; Foundation AI–Cisco Systems Inc.(Foundation AI–Cisco 系统公司) ; Yale University(耶鲁大学)
Comments 37 images, 7 figures, and 15 tables
机构 * School of Mechanical Engineering, Purdue University, West Lafayette, 47907, IN, USA(机械工程学院,普渡大学) ; Mechanical Engineering Department, Carnegie Mellon University, Pittsburgh, 15213, PA, USA(机械工程系,卡内基梅隆大学) ; Department of Aerospace Engineering, University of Michigan, Ann Arbor, 48109, MI, USA(航空航天工程系,密歇根大学) ; College of Information Sciences and Technology, Pennsylvania State University, University Park, 16802, PA, USA(信息科学与技术学院,宾夕法尼亚州立大学) ; Computer Science Division, Argonne National Laboratory, Lemont, 60439, IL, USA(计算机科学 division,阿贡国家实验室)
机构 * Robotics Institute, Carnegie Mellon University(卡内基梅隆大学机器人研究所) ; Department of Mechanical System Design Engineering, Seoul National University of Science and Technology(首尔科学技术大学机械系统设计工程系) ; Department of Aerospace Engineering, Seoul National University(首尔国立大学航空航天工程系) ; Samsung Research, Samsung Electronics(三星电子三星研究)
Comments 18 pages, 16 figures