family,method,accuracy,auc,auprc,ece cv,linear_probing,0.754,0.715,0.475,0.224 mllm,base,0.683,0.731,0.533,0.291 vlm,linear_probing,0.782,0.801,0.603,0.191 vlm,zero_shot,0.594,0.598,0.349,0.258