ResearchBenchmarksImage Classification on ImageNet-A (novel classes)For AI assistantsMarkdownContent indexImage Classification on ImageNet-A (novel classes)Follow68.6AccuracyZS-Norm67.830468.030268.2368.4298Feb 22, 2026Evaluation resultsMethodMethodLinksAccuracyECEZS-NormPrompting Method=MaPLePrompting Method=MaPLe2026.0268.66.47PenaltyPrompting Method=MaPLePrompting Method=MaPLe2026.0268.67.47MaPLeMethod=Prompt-tuningMethod=Prompt-tuning2026.0268.312.52TCPTPrompting Method=MaPLePrompting Method=MaPLe2026.0267.862.2