DEFENCE OF THE MASTER THESIS BY JAN DROLE

IPS invites you to the Defence of the Master Thesis by Jan Drole titled: OntoRAG: A Multi-Agent Approach for Linking Biomedical and Food Entities to Ontologies Without Fine-Tuning Large Language Models The defence will take place on Monday, 9 November 2026, at 10:15 a.m. at the Electronics Lecture Room (Teslova c. 30, 1000 Ljubljana).

Supervisor: Prof. Dr. Barbara Koroušić Seljak

Co-Supervisor: Asst. Prof. Tome Eftimov

Short summary:

The master's thesis presents the OntoRAG methodology for linking arbitrary entities to ontologies using large language models

without fine-tuning. We evaluate the system across food, disease, gene, and chemical domains, comparing various models across

all roles within the methodology.