ADMEDTAGGER: an annotation framework for distillation of expert knowledge for the Polish medical language

In three linesAnnotation framework using Llama3.1 as teacher model to tag Polish medical texts. Corpus spans 5 clinical categories (Radiology, Oncology, Cardiology, Hypertension, Pathology). DistilBERT achieves F1 > 0.80 per category, 500× smaller than LLM, 300× lower GPU VRAM, inference several hundred times faster.

Summary generated by Claude — human-verified