References
Ashwin, T.S., Prakash, V., Rajendran, R. (2023) Computers and Education: Artificial Intelligence 4 (2023) 100125 Bond, M. (2024). A meta-systematic review of artificial intelligence in higher education . Educational Technology Research and Development. https://doi.org/10.1007/s11423-024- 01356-0 Cheng, L., Umapathy, K., Rehman, M., Ritzhaupt, A., Antonyan, K., Shidfar, P., and Abramowitz, B. (2023). Designing, developing, and validating a measure of undergraduate students' conceptions of artificial intelligence in education. Journal of Interactive Learning Research, 34(2), 275–311. Ersözlü, B., Uçar, A., and Sekeroglu, B. (2024). A review of machine learning methods used for educational data. Education and Information Technologies, 29(6), 7115–7139. https://doi.org/10.1007/s10639-024-12704-0 Ersozlu, Z., Taheri, S. and Koch, I. (2024) A review of machine learning methods used for educational data. Educ Inf Technol 29, 22125–22145 (2024). https://doi.org/10.1007/s10639-024-12704-0 Fahad Mon, B., Wasfi, A., Hayajneh, M., Slim, A., and Abu Ali, N. (2023). Reinforcement Learning in Education: A Literature Review. Informatics, 10(3), 74. https://doi.org/10.3390/informatics10030074 Garzón, J., Patiño, E., and Marulanda, C. (2025). Systematic Review of Artificial Intelligence in Education: Trends, Benefits, and Challenges. Multimodal Technologies and Interaction, 9(8), 84. https://doi.org/10.3390/mti9080084 Labadze, L., and Wieland, A. (2023). Role of AI chatbots in education: A systematic literature review. International Journal of Educational Technology in Higher Education, 20(1), 23. https://doi.org/10.1186/s41239-023-00394-5 Labadze, L., Grigolia, M. and Machaidze, L. (2023) Role of AI chatbots in education: systematic literature review. Int J Educ Technol High Educ 20, 56 (2023). https://doi.org/10.1186/s41239-023-00426-1 Lampropoulos, G. (2023). Recommender systems in education: A literature review and bibliometric analysis. Advances in Mobile Learning Educational Research, 3(2), 829-850. https://doi.org/10.25082/AMLER.2023.02.011 Lampropoulos, G., Siakas, K., and Anastasiadis, T. (2023). Recommender systems in education: A literature review and bibliometric analysis. Applied Sciences, 13(4), 2095. https://doi.org/10.3390/app13042095 Lan, Y., Li, X., Du, H., Lu, X., Gao, M., Qian, W., and Zhou, A. (2024). Survey of Natural Language Processing for Education: Taxonomy, Systematic Review, and Future Trends. ArXiv, abs/2401.07518. Memarian, B., Hegedűs, C., and Kertész, J. (2024). Reinforcement learning in education: A scoping review. Computers, 13(6), 132. https://doi.org/10.3390/computers13060132 Mustafa, M.Y., Tlili, A., Lampropoulos, G. et al. (2024) A systematic review of literature reviews on artificial intelligence in education : a roadmap to a future research agenda. Smart Learn. Environ. 11, 59 (2024). https://doi.org/10.1186/s40561-024-00350-5 Ogunleye, B., Zakariyyah, K. I., Ajao, O., Olayinka, O., and Sharma, H. (2024). A systematic review of generative AI for teaching and learning practice. Education Sciences, 14(6), 636. https://doi.org/10.3390/educsci14060636 Pan, Z. (2024). A systematic review of learning analytics–incorporated instructional interventions on learning management systems. Journal of Learning Analytics, 11(1), 23–44. https://doi.org/10.18608/jla.2024.7845 Pan, Z., Biegley , L., Taylor, A., and Zheng, H. (2024). A Systematic Review of Learning Analytics: Incorporated Instructional Interventions on Learning Management Systems. Journal of Learning Analytics, 11(2), 52-72. https://doi.org/10.18608/jla.2023.8093 Sümer, M., and Vaněček, D. (2024). A systematic review of virtual and augmented realities in higher education: Trends and issues. Innovations in Education and Teaching International, 62(3), 811–822. https://doi.org/10.1080/14703297.2024.2382854 Trujillo, F. (2025). Systematic literature review of machine learning applications in higher education. ERIC. ERIC UNESCO. (2021; updated guidance 2025). AI and education: Guidance for policy-makers. Wang, H., Tlili, A., Huang, R., Cai, Z., and Yang, J. (2023). Examining the applications of intelligent tutoring systems in real educational contexts: A systematic literature review from the social experiment perspective. Education and Information Technologies, 28(3), 2895–2922. https://doi.org/10.1007/s10639-022-11555-x Wang, S., Xu, C., Liu, Y., Zhou, J., and Zhang, T. (2024). Large language models for education: A survey and outlook. Computers and Education: Artificial Intelligence, 5, 100198. https://doi.org/10.1016/j.caeai.2024.100198 Wang, S., Xu, T., Li, H., Zhang, C., Liang, J., Tang, J., Yu, P.S., and Wen, Q. (2024). Large Language Models for Education: A Survey and Outlook. ArXiv, abs/2403.18105. Zawacki-Richter, O., Marín, V. I., Bond, M., and Gouverneur, F. (2019). Systematic review of research on artificial intelligence applications in higher education – where are the educators? International Journal of Educational Technology in Higher Education, 16, 39. https://doi.org/10.1186/s41239-019-0171-0.