Given the same ten labelled examples per slot type in its prompt and no fine-tuning, Gemini 3.5 Flash reaches 90.6 macro-F1 against SIAST's published 89.7 — and the rare-to-frequent label collapse SIAST was built to remove is largely gone, leaving milder boundary and alternative-label errors in its place.