@inproceedings{brinner-etal-2025-enhancing, title = "Enhancing Domain-Specific Encoder Models with {LLM}-Generated Data: How to Leverage Ontologies, and How to Do Without Them", author = "Brinner, Marc Felix and Al Mustafa, Tarek and Zarrie{\ss}, Sina", editor = "Christodoulopoulos, Christos and Chakraborty, Tanmoy and Rose, Carolyn and Peng, Violet", booktitle = "Findings of the Association for Computational Linguistics: EMNLP 2025", month = nov, year = "2025", address = "Suzhou, China", publisher = "Association for Computational Linguistics", url = "https://preview.aclanthology.org/author-page-yu-wang-polytechnic/2025.findings-emnlp.1238/", doi = "10.18653/v1/2025.findings-emnlp.1238", pages = "22740--22754", ISBN = "979-8-89176-335-7" }