{"title":"Design and Implementation of LoRA-Based College Entrance Examination and Related Information System","authors":"Sungwook Yoon","doi":"10.9717/kmms.2023.26.10.1353","DOIUrl":null,"url":null,"abstract":"This research primarily focused on the development of an LLM response system tailored for university information, leveraging the capabilities and efficiencies of the LoRA technique. LoRA presents a methodology for efficiently fine-tuning large language models for specific tasks, and its effectiveness and efficiency were substantiated through this study. Consequently, a high-accuracy university information response system was established even under constrained resources. Especially with the utilization of LoRA","PeriodicalId":16316,"journal":{"name":"Journal of Korea Multimedia Society","volume":"34 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2023-10-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Korea Multimedia Society","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.9717/kmms.2023.26.10.1353","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0
Abstract
This research primarily focused on the development of an LLM response system tailored for university information, leveraging the capabilities and efficiencies of the LoRA technique. LoRA presents a methodology for efficiently fine-tuning large language models for specific tasks, and its effectiveness and efficiency were substantiated through this study. Consequently, a high-accuracy university information response system was established even under constrained resources. Especially with the utilization of LoRA