\begin{tabular}{lcc}
\toprule
\textbf{Model} & 
\makecell[c]{ISIC AUC\\Malignant vs.\\Benign} &
\makecell[c]{ISIC AUC\\Melanocytic vs.\\Non-melanocytic} \\
\midrule
EfficientNet (pretrained) & \textbf{0.784} & \underline{0.912} \\
\midrule
TBM--All Tools (val on all tools)   & 0.748  & 0.911 \\
% TBM--All Tools (val on VLM-sel.\ tools) & 0.732          & 0.863 \\
TBM--VLM Perturbed  & \underline{0.765} & \textbf{0.918} \\
TBM--VLM Exact   & 0.749 & 0.904 \\
TBM--VLM Global  & 0.738 & 0.907 \\
TBM--Random      & 0.727 & 0.901 \\
\midrule
Y-Net            & 0.658 & 0.866 \\
VLM (MedGemma, zero-shot) & 0.488 & 0.499 \\
\bottomrule
\end{tabular}