Yi Zhang, Shuying Zhao, Xiangzhang Tian, Hao-Lun Sun
{"title":"基于NLP的“虚拟AI教师”系统的设计与开发","authors":"Yi Zhang, Shuying Zhao, Xiangzhang Tian, Hao-Lun Sun","doi":"10.1109/ICIET56899.2023.10111415","DOIUrl":null,"url":null,"abstract":"As one of the main research directions of artificial intelligence (AI), natural language processing (NLP) contributes to the development of the education industry in the fields of educational application development, teaching text processing, and teaching question and answer. Based on the machine reading comprehension (MRC) technology in NLP, this research has designed and developed a knowledge question-answering system for teaching material content, and combined the \"Pagebook\" knowledge index function, teaching content voice interaction mode, etc., to form a \"virtual AI teacher\" to assist students in learning. This study mainly introduces MRC model building and training, AIQA data set building, \"Pagebook\" and voice interaction interface development. The main application object of this study is primary and secondary school students. It is applied to the in-class and out-of-class scenes of AI popularization education. The system scheme of \"virtual AI teacher\" also supports the customization and expansion of teaching in other subjects.","PeriodicalId":332586,"journal":{"name":"2023 11th International Conference on Information and Education Technology (ICIET)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2023-03-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Design and Development of \\\"Virtual AI Teacher\\\" System Based on NLP\",\"authors\":\"Yi Zhang, Shuying Zhao, Xiangzhang Tian, Hao-Lun Sun\",\"doi\":\"10.1109/ICIET56899.2023.10111415\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"As one of the main research directions of artificial intelligence (AI), natural language processing (NLP) contributes to the development of the education industry in the fields of educational application development, teaching text processing, and teaching question and answer. Based on the machine reading comprehension (MRC) technology in NLP, this research has designed and developed a knowledge question-answering system for teaching material content, and combined the \\\"Pagebook\\\" knowledge index function, teaching content voice interaction mode, etc., to form a \\\"virtual AI teacher\\\" to assist students in learning. This study mainly introduces MRC model building and training, AIQA data set building, \\\"Pagebook\\\" and voice interaction interface development. The main application object of this study is primary and secondary school students. It is applied to the in-class and out-of-class scenes of AI popularization education. The system scheme of \\\"virtual AI teacher\\\" also supports the customization and expansion of teaching in other subjects.\",\"PeriodicalId\":332586,\"journal\":{\"name\":\"2023 11th International Conference on Information and Education Technology (ICIET)\",\"volume\":\"1 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2023-03-18\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2023 11th International Conference on Information and Education Technology (ICIET)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/ICIET56899.2023.10111415\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2023 11th International Conference on Information and Education Technology (ICIET)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ICIET56899.2023.10111415","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Design and Development of "Virtual AI Teacher" System Based on NLP
As one of the main research directions of artificial intelligence (AI), natural language processing (NLP) contributes to the development of the education industry in the fields of educational application development, teaching text processing, and teaching question and answer. Based on the machine reading comprehension (MRC) technology in NLP, this research has designed and developed a knowledge question-answering system for teaching material content, and combined the "Pagebook" knowledge index function, teaching content voice interaction mode, etc., to form a "virtual AI teacher" to assist students in learning. This study mainly introduces MRC model building and training, AIQA data set building, "Pagebook" and voice interaction interface development. The main application object of this study is primary and secondary school students. It is applied to the in-class and out-of-class scenes of AI popularization education. The system scheme of "virtual AI teacher" also supports the customization and expansion of teaching in other subjects.