Generative AI and education
This project seeks to explore the capabilities and impact of GenAI within education. As GenAI continues to get more popular, it is inevitable that students and educators alike will increasingly use it for tasks. The development and technology behind LLMs like ChatGPT were also explored in this pa...
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| Format: | Final Year Project (FYP) |
| Language: | English |
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Nanyang Technological University
2024
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| Online Access: | https://hdl.handle.net/10356/176176 |
| _version_ | 1811694962185601024 |
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| author | Chieng, Shannon Shuen Ern |
| author2 | Li Fang |
| author_facet | Li Fang Chieng, Shannon Shuen Ern |
| author_sort | Chieng, Shannon Shuen Ern |
| collection | NTU |
| description | This project seeks to explore the capabilities and impact of GenAI within education. As
GenAI continues to get more popular, it is inevitable that students and educators alike will
increasingly use it for tasks. The development and technology behind LLMs like ChatGPT
were also explored in this paper. The capabilities of ChatGPT were explored in the context
of software engineering education, and results were presented.
A LLM detector tool, EduAItor, was also developed as a proof of concept, and achieved a
total of 91% F1 score. EduAItor is able to outperform commercial products like GPTZero
by a significant margin. Recommendations for how GenAI can be responsibly used by
students, and how educators can use it to enhance the learning experience and curriculum
of students were discussed at the end. |
| first_indexed | 2024-10-01T07:15:54Z |
| format | Final Year Project (FYP) |
| id | ntu-10356/176176 |
| institution | Nanyang Technological University |
| language | English |
| last_indexed | 2024-10-01T07:15:54Z |
| publishDate | 2024 |
| publisher | Nanyang Technological University |
| record_format | dspace |
| spelling | ntu-10356/1761762024-05-17T15:37:25Z Generative AI and education Chieng, Shannon Shuen Ern Li Fang School of Computer Science and Engineering ASFLi@ntu.edu.sg Computer and Information Science Generative AI Machine learning Large language models Education This project seeks to explore the capabilities and impact of GenAI within education. As GenAI continues to get more popular, it is inevitable that students and educators alike will increasingly use it for tasks. The development and technology behind LLMs like ChatGPT were also explored in this paper. The capabilities of ChatGPT were explored in the context of software engineering education, and results were presented. A LLM detector tool, EduAItor, was also developed as a proof of concept, and achieved a total of 91% F1 score. EduAItor is able to outperform commercial products like GPTZero by a significant margin. Recommendations for how GenAI can be responsibly used by students, and how educators can use it to enhance the learning experience and curriculum of students were discussed at the end. Bachelor's degree 2024-05-14T05:47:44Z 2024-05-14T05:47:44Z 2024 Final Year Project (FYP) Chieng, S. S. E. (2024). Generative AI and education. Final Year Project (FYP), Nanyang Technological University, Singapore. https://hdl.handle.net/10356/176176 https://hdl.handle.net/10356/176176 en SCSE23-0002 application/pdf Nanyang Technological University |
| spellingShingle | Computer and Information Science Generative AI Machine learning Large language models Education Chieng, Shannon Shuen Ern Generative AI and education |
| title | Generative AI and education |
| title_full | Generative AI and education |
| title_fullStr | Generative AI and education |
| title_full_unstemmed | Generative AI and education |
| title_short | Generative AI and education |
| title_sort | generative ai and education |
| topic | Computer and Information Science Generative AI Machine learning Large language models Education |
| url | https://hdl.handle.net/10356/176176 |
| work_keys_str_mv | AT chiengshannonshuenern generativeaiandeducation |