ResearchBenchmarksZero-Shot Learning on CIFAR-10Follow92.15Seen Accuracy (S.Acc)CLIP-PZSL85.02686.875588.72590.5745Mar 5, 2026Evaluation ResultsMethodMethodLinksSeen Accuracy (S.Acc)Unseen Accuracy (U.Acc)CLIP-PZSLq=0.1q=0.12026.0392.1595.45CLIP-PZSLq=0.3q=0.32026.0391.9795.4CLIP-PZSLq=0.5q=0.52026.0391.7195.3CLIPq=0.1q=0.12026.0387.2389.9CLIPq=0.3q=0.32026.0387.2389.9CLIPq=0.5q=0.52026.0387.2389.9CALIPq=0.1q=0.12026.0385.393.25CALIPq=0.3q=0.32026.0385.393.25CALIPq=0.5q=0.52026.0385.393.25