@inproceedings{marciniak-etal-2025-improving, title = "Improving {AI} assistants embedded in short e-learning courses with limited textual content", author = "Marciniak, Jacek and Kubis, Marek and Gulczy{\'n}ski, Micha{\l} and Szpilkowski, Adam and Wieczarek, Adam and Szczepa{\'n}ski, Marcin", editor = {Kochmar, Ekaterina and Alhafni, Bashar and Bexte, Marie and Burstein, Jill and Horbach, Andrea and Laarmann-Quante, Ronja and Tack, Ana{\"i}s and Yaneva, Victoria and Yuan, Zheng}, booktitle = "Proceedings of the 20th Workshop on Innovative Use of NLP for Building Educational Applications (BEA 2025)", month = jul, year = "2025", address = "Vienna, Austria", publisher = "Association for Computational Linguistics", url = "https://preview.aclanthology.org/acl25-workshop-ingestion/2025.bea-1.57/", pages = "794--804", ISBN = "979-8-89176-270-1" }