{"title":"基于lora的高考及相关信息系统的设计与实现","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":"{\"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}","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}
Design and Implementation of LoRA-Based College Entrance Examination and Related Information System
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