Sustainable multi-model course FAQ & chatbot for NTULearn

With the explosive debut of OpenAI’s ChatGPT, large language models have become the center of attention in the technological landscape. This has allowed for the development of next-generation chatbots that have eclipsed the performance of their predecessors. This project aims to explore the creation...

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Main Author: Lim, Jonathan Guo Sheng
Other Authors: Ong Chin Ann
Format: Final Year Project
Language:English
Published: Nanyang Technological University 2024
Subjects:
Online Access:https://hdl.handle.net/10356/175382
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Institution: Nanyang Technological University
Language: English
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spelling sg-ntu-dr.10356-1753822024-04-26T15:42:50Z Sustainable multi-model course FAQ & chatbot for NTULearn Lim, Jonathan Guo Sheng Ong Chin Ann School of Computer Science and Engineering chinann.ong@ntu.edu.sg Computer and Information Science With the explosive debut of OpenAI’s ChatGPT, large language models have become the center of attention in the technological landscape. This has allowed for the development of next-generation chatbots that have eclipsed the performance of their predecessors. This project aims to explore the creation of such a chatbot to be used in education for answering undergraduate queries regarding courses that they are enrolled in. A web application alongside two microservices were developed, and the responses given by the chatbot were evaluated and analyzed. Overall, while the responses of the chatbot have received positive evaluations, continuous improvement and monitoring are still needed when it is integrated as an official tool by educators. Bachelor's degree 2024-04-24T00:32:36Z 2024-04-24T00:32:36Z 2024 Final Year Project (FYP) Lim, J. G. S. (2024). Sustainable multi-model course FAQ & chatbot for NTU Learn. Final Year Project (FYP), Nanyang Technological University, Singapore. https://hdl.handle.net/10356/175382 https://hdl.handle.net/10356/175382 en application/pdf Nanyang Technological University
institution Nanyang Technological University
building NTU Library
continent Asia
country Singapore
Singapore
content_provider NTU Library
collection DR-NTU
language English
topic Computer and Information Science
spellingShingle Computer and Information Science
Lim, Jonathan Guo Sheng
Sustainable multi-model course FAQ & chatbot for NTULearn
description With the explosive debut of OpenAI’s ChatGPT, large language models have become the center of attention in the technological landscape. This has allowed for the development of next-generation chatbots that have eclipsed the performance of their predecessors. This project aims to explore the creation of such a chatbot to be used in education for answering undergraduate queries regarding courses that they are enrolled in. A web application alongside two microservices were developed, and the responses given by the chatbot were evaluated and analyzed. Overall, while the responses of the chatbot have received positive evaluations, continuous improvement and monitoring are still needed when it is integrated as an official tool by educators.
author2 Ong Chin Ann
author_facet Ong Chin Ann
Lim, Jonathan Guo Sheng
format Final Year Project
author Lim, Jonathan Guo Sheng
author_sort Lim, Jonathan Guo Sheng
title Sustainable multi-model course FAQ & chatbot for NTULearn
title_short Sustainable multi-model course FAQ & chatbot for NTULearn
title_full Sustainable multi-model course FAQ & chatbot for NTULearn
title_fullStr Sustainable multi-model course FAQ & chatbot for NTULearn
title_full_unstemmed Sustainable multi-model course FAQ & chatbot for NTULearn
title_sort sustainable multi-model course faq & chatbot for ntulearn
publisher Nanyang Technological University
publishDate 2024
url https://hdl.handle.net/10356/175382
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