Research Article

AI-Powered GPT-Based University-Specific Chat Assistant: UniROBO

Volume: 5 Number: 2 December 30, 2024
EN

AI-Powered GPT-Based University-Specific Chat Assistant: UniROBO

Abstract

AI-powered chat applications are innovative solutions that facilitate user interaction and information access. These applications improve user experience by providing personalized and context-sensitive responses thanks to large language models and natural language processing techniques. This study examined the design and development process of UniRobo, an AI-powered chat application developed for Malatya Turgut Ozal University students and staff. UniRobo is an application that provides instant information on topics such as education, food menus, and campus events and offers personalized responses using large language models and natural language processing techniques. In the development process, based on user needs analysis, the mobile application was created with React Native, the back-end was created with Python and FastAPI, and the MongoDB database was integrated. Artificial intelligence capabilities were supported by OpenAI API and fine-tuning, thus adapting to university-specific content. Retrieval-Augmented Generation (RAG) architecture and Azure AI Search technology increased user satisfaction by providing more accurate and faster responses. As a result, UniRobo has made university life more accessible, providing users with access to fast and accurate information, and has demonstrated the potential of artificial intelligence-based solutions in the education sector.

Keywords

References

  1. Arcas, B. A. (2022). Do large language models understand us?. Daedalus, 151(2), 183-197.
  2. Zhang, J., Krishna, R., Awadallah, A. H., & Wang, C. (2023). Ecoassistant: Using llm assistant more affordably and accurately. arXiv preprint arXiv:2310.03046.
  3. Wu, C., Lin, Z., Fang, W., & Huang, Y. (2023, October). A medical diagnostic assistant based on llm. In China Health Information Processing Conference (pp. 135-147). Singapore: Springer Nature Singapore.
  4. Guan, Y., Wang, D., Chu, Z., Wang, S., Ni, F., Song, R., & Zhuang, C. (2024, August). Intelligent agents with llm-based process automation. In Proceedings of the 30th ACM SIGKDD Conference on Knowledge Discovery and Data Mining (pp. 5018-5027).
  5. Luo, B., Lau, R. Y., Li, C., & Si, Y. W. (2022). A critical review of state‐of‐the‐art chatbot designs and applications. Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery, 12(1), e1434.
  6. Wei, R., Li, K., & Lan, J. (2024, March). Improving Collaborative Learning Performance Based on LLM Virtual Assistant. In 2024 13th International Conference on Educational and Information Technology (ICEIT) (pp. 1-6). IEEE.
  7. Adamopoulou, E., & Moussiades, L. (2020). An overview of chatbot technology. In IFIP international conference on artificial intelligence applications and innovations (pp. 373-383). Springer, Cham.
  8. Kim, J. K., Chua, M., Rickard, M., & Lorenzo, A. (2023). ChatGPT and large language model (LLM) chatbots: The current state of acceptability and a proposal for guidelines on utilization in academic medicine. Journal of Pediatric Urology, 19(5), 598-604.

Details

Primary Language

English

Subjects

Computer Software

Journal Section

Research Article

Publication Date

December 30, 2024

Submission Date

November 19, 2024

Acceptance Date

December 24, 2024

Published in Issue

Year 2024 Volume: 5 Number: 2

APA
Budak, S., & Aslan, S. (2024). AI-Powered GPT-Based University-Specific Chat Assistant: UniROBO. NATURENGS, 5(2), 56-62. https://doi.org/10.46572/naturengs.1587879
AMA
1.Budak S, Aslan S. AI-Powered GPT-Based University-Specific Chat Assistant: UniROBO. NATURENGS. 2024;5(2):56-62. doi:10.46572/naturengs.1587879
Chicago
Budak, Serdar, and Serpil Aslan. 2024. “AI-Powered GPT-Based University-Specific Chat Assistant: UniROBO”. NATURENGS 5 (2): 56-62. https://doi.org/10.46572/naturengs.1587879.
EndNote
Budak S, Aslan S (December 1, 2024) AI-Powered GPT-Based University-Specific Chat Assistant: UniROBO. NATURENGS 5 2 56–62.
IEEE
[1]S. Budak and S. Aslan, “AI-Powered GPT-Based University-Specific Chat Assistant: UniROBO”, NATURENGS, vol. 5, no. 2, pp. 56–62, Dec. 2024, doi: 10.46572/naturengs.1587879.
ISNAD
Budak, Serdar - Aslan, Serpil. “AI-Powered GPT-Based University-Specific Chat Assistant: UniROBO”. NATURENGS 5/2 (December 1, 2024): 56-62. https://doi.org/10.46572/naturengs.1587879.
JAMA
1.Budak S, Aslan S. AI-Powered GPT-Based University-Specific Chat Assistant: UniROBO. NATURENGS. 2024;5:56–62.
MLA
Budak, Serdar, and Serpil Aslan. “AI-Powered GPT-Based University-Specific Chat Assistant: UniROBO”. NATURENGS, vol. 5, no. 2, Dec. 2024, pp. 56-62, doi:10.46572/naturengs.1587879.
Vancouver
1.Serdar Budak, Serpil Aslan. AI-Powered GPT-Based University-Specific Chat Assistant: UniROBO. NATURENGS. 2024 Dec. 1;5(2):56-62. doi:10.46572/naturengs.1587879