Developing generative AI functionalities in a social LMS

Abstract Artificial intelligence (AI) has experienced exponential growth in recent years, profoundly transforming various aspects of life, particularly in education. As a team of educational technology innovators, we have developed a series of generative AI features within our social learning manage...

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Main Authors: Mengyuan Zhao, Puja Kumari, Eashwar Madhavan Perumal, Zhen Hou
Format: Article
Language:English
Published: Springer 2024-12-01
Series:Discover Artificial Intelligence
Subjects:
Online Access:https://doi.org/10.1007/s44163-024-00168-7
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author Mengyuan Zhao
Puja Kumari
Eashwar Madhavan Perumal
Zhen Hou
author_facet Mengyuan Zhao
Puja Kumari
Eashwar Madhavan Perumal
Zhen Hou
author_sort Mengyuan Zhao
collection DOAJ
description Abstract Artificial intelligence (AI) has experienced exponential growth in recent years, profoundly transforming various aspects of life, particularly in education. As a team of educational technology innovators, we have developed a series of generative AI features within our social learning management system, CourseNetworking, to boost student engagement in online discussions and enhance instructor efficiency. This article introduces three key features: automated hashtagging, automated post reflection, and AI-driven quiz question generation. We examine the goals and technical implementation of each feature, present solutions to challenges encountered during development and deployment, and share the best practices we have accumulated. Additionally, we outline our plans for future advancements. This paper seeks to foster understanding and collaboration among developers, educators, institutional leaders, and researchers, with the aim of using AI technology to improve educational products and services, ultimately elevating learning experiences and outcomes.
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institution Kabale University
issn 2731-0809
language English
publishDate 2024-12-01
publisher Springer
record_format Article
series Discover Artificial Intelligence
spelling doaj-art-b8af208f09294eaa8cf08208bff55fa42024-12-08T12:37:33ZengSpringerDiscover Artificial Intelligence2731-08092024-12-014111110.1007/s44163-024-00168-7Developing generative AI functionalities in a social LMSMengyuan Zhao0Puja Kumari1Eashwar Madhavan Perumal2Zhen Hou3Purdue UniversityIndiana University - Purdue UniversityIndiana University - Purdue UniversityIndiana University - Purdue UniversityAbstract Artificial intelligence (AI) has experienced exponential growth in recent years, profoundly transforming various aspects of life, particularly in education. As a team of educational technology innovators, we have developed a series of generative AI features within our social learning management system, CourseNetworking, to boost student engagement in online discussions and enhance instructor efficiency. This article introduces three key features: automated hashtagging, automated post reflection, and AI-driven quiz question generation. We examine the goals and technical implementation of each feature, present solutions to challenges encountered during development and deployment, and share the best practices we have accumulated. Additionally, we outline our plans for future advancements. This paper seeks to foster understanding and collaboration among developers, educators, institutional leaders, and researchers, with the aim of using AI technology to improve educational products and services, ultimately elevating learning experiences and outcomes.https://doi.org/10.1007/s44163-024-00168-7Generative artificial intelligencePrompt engineeringEducational technologyLearning management systemSocial learning
spellingShingle Mengyuan Zhao
Puja Kumari
Eashwar Madhavan Perumal
Zhen Hou
Developing generative AI functionalities in a social LMS
Discover Artificial Intelligence
Generative artificial intelligence
Prompt engineering
Educational technology
Learning management system
Social learning
title Developing generative AI functionalities in a social LMS
title_full Developing generative AI functionalities in a social LMS
title_fullStr Developing generative AI functionalities in a social LMS
title_full_unstemmed Developing generative AI functionalities in a social LMS
title_short Developing generative AI functionalities in a social LMS
title_sort developing generative ai functionalities in a social lms
topic Generative artificial intelligence
Prompt engineering
Educational technology
Learning management system
Social learning
url https://doi.org/10.1007/s44163-024-00168-7
work_keys_str_mv AT mengyuanzhao developinggenerativeaifunctionalitiesinasociallms
AT pujakumari developinggenerativeaifunctionalitiesinasociallms
AT eashwarmadhavanperumal developinggenerativeaifunctionalitiesinasociallms
AT zhenhou developinggenerativeaifunctionalitiesinasociallms