Fig. 4

Performance comparison of SBJLIS models with varying triplet-loss margins (0.1–1.0) across SNIPS and ATIS datasets. The figure shows that smaller margins (0.1–0.2) yield the highest accuracy and F1-scores, reflecting compact yet generalizable embeddings.