DEFENCE OF THE MASTER THESIS BY ERIK CALCINA

Entity Recognition in the Medical Domain Using Large Language Models

Defence of the Master Thesis by Erik Calcina

Published: 19. oct. 2026

PS invites you to the Defence of the Master Thesis by Erik Calcina titled: Entity Recognition in the Medical Domain Using Large Language Models. The defence will take place on Friday, 6 November 2026, at 2:15 p.m. at the IPS Lecture Room (N205-N206, Jamova c. 39, 1000 Ljubljana).

Supervisor: Prof. Dr. Dunja Mladenić.

Co-Supervisor: Dr. Erik Novak.

Short summary:

Healthcare institutions produce more clinical notes than can be read by hand. We propose a method that extracts key information automatically, using large language models that run locally, since patient data cannot leave the institution. We tested it on five corpora in several languages.

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