Design and Development of "Virtual AI Teacher" System Based on NLP

Yi Zhang, Shuying Zhao, Xiangzhang Tian, Hao-Lun Sun
{"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}
引用次数: 0

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.
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
基于NLP的“虚拟AI教师”系统的设计与开发
自然语言处理(NLP)作为人工智能(AI)的主要研究方向之一,在教育应用开发、教学文本处理、教学问答等领域为教育行业的发展做出了贡献。本研究基于NLP中的机器阅读理解(MRC)技术,设计开发了教材内容知识问答系统,并结合“Pagebook”知识索引功能、教学内容语音交互模式等,组成“虚拟AI老师”辅助学生学习。本研究主要介绍了MRC模型的建立与训练、AIQA数据集的建立、“Pagebook”和语音交互接口的开发。本研究的主要应用对象是中小学生。适用于人工智能普及教育的课内和课外场景。“虚拟AI教师”的系统方案还支持其他学科教学的定制和扩展。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 去求助
来源期刊
自引率
0.00%
发文量
0
期刊最新文献
Using Deep Learning to Track Representational Flexibility Development of Children with Autism in a Virtual World Emotional Responses toward the Flipped Classroom Approach across Academic Disciplines Assessment of Learning Outcomes in the (Java) Object-Oriented Programming Courses Human’s Reaction Time Based Score Calculation of Self-practice Dynamic Yoga System for User’s Feedback by OpenPose and Fuzzy Rules Using 360 Virtual Reality Video in History Learning
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1