Research

Paniv, Y., & Makovska, V. (2026). Bridging Applied Experience and Research Contexts in Ukrainian NLP Education. In Proceedings of the Seventh Workshop on Teaching Natural Language Processing (TeachNLP 2026), 78-83. Association for Computational Linguistics. https://doi.org/10.18653/v1/2026.teachingnlp-1.12

@inproceedings{paniv-makovska-2026-bridging-applied,\n  title = {Bridging Applied Experience and Research Contexts in {U}krainian {NLP} Education},\n  author = {Paniv, Yurii and Makovska, Viktoriia},\n  booktitle = {Proceedings of the Seventh Workshop on Teaching Natural Language Processing ({T}each{NLP} 2026)},\n  year = {2026},\n  address = {Rabat, Morocco},\n  publisher = {Association for Computational Linguistics},\n  pages = {78--83},\n  doi = {10.18653/v1/2026.teachingnlp-1.12},\n  url = {https://aclanthology.org/2026.teachingnlp-1.12/}\n}

Makovska, V., Michurin, I., Tokhtamysh, M., Fletcher, G., & Stoyanovich, J. (2026). Seasoning Data Modeling Education with GARLIC: A Participatory Co-Design Framework. arXiv preprint arXiv:2602.18274. https://arxiv.org/abs/2602.18274

@misc{Makovska2026GARLIC,\n  title = {Seasoning Data Modeling Education with GARLIC: A Participatory Co-Design Framework},\n  author = {Makovska, Viktoriia and Michurin, Ihor and Tokhtamysh, Mariia and Fletcher, George and Stoyanovich, Julia},\n  year = {2026},\n  eprint = {2602.18274},\n  archivePrefix = {arXiv},\n  primaryClass = {cs.DB},\n  url = {https://arxiv.org/abs/2602.18274}\n}

Makovska, V., Fletcher, G., Stoyanovich, J., & Zakharchenko, T. (2026). Memory Undone: Between Knowing and Not Knowing in Data Systems. arXiv preprint arXiv:2602.21180. https://arxiv.org/abs/2602.21180

@misc{Makovska2026MemoryUndone,\n  title = {Memory Undone: Between Knowing and Not Knowing in Data Systems},\n  author = {Makovska, Viktoriia and Fletcher, George and Stoyanovich, Julia and Zakharchenko, Tetiana},\n  year = {2026},\n  eprint = {2602.21180},\n  archivePrefix = {arXiv},\n  primaryClass = {cs.CY},\n  url = {https://arxiv.org/abs/2602.21180}\n}

Makovska, V., Fletcher, G., & Stoyanovich, J. (2025). ONION: A Multi-Layered Framework for Participatory ER Design. In Proceedings of the Workshop on Human-In-the-Loop Data Analytics (HILDA '25). https://doi.org/10.1145/3736733.3736736

@inproceedings{Makovska2025ONION,\n  author = {Makovska, Viktoriia and Fletcher, George and Stoyanovich, Julia},\n  title = {ONION: A Multi-Layered Framework for Participatory ER Design},\n  booktitle = {Proceedings of the Workshop on Human-In-the-Loop Data Analytics (HILDA '25)},\n  year = {2025},\n  doi = {10.1145/3736733.3736736}\n}

Makovska, V. (2025). PhD Topic Proposal: Forgetting Machines. Ukrainian Catholic University.

Makovska, V. (2025). Vandalism or Knowledge Manipulation? Detecting Narratives in Wikipedia Edits (Master's thesis). Ukrainian Catholic University.