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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Bibliographic Details
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
Description
Summary: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.