ResearchBenchmarksImage Classification on ImageNet V2 (novel classes)For AI assistantsMarkdownContent indexImage Classification on ImageNet V2 (novel classes)Follow67.36AccuracyMaPLe66.725666.890367.05567.2197Feb 22, 2026Evaluation resultsMethodMethodLinksAccuracyECEMaPLeMethod=Prompt-tuningMethod=Prompt-tuning2026.0267.363.16TCPTPrompting Method=MaPLePrompting Method=MaPLe2026.0267.23.11ZS-NormPrompting Method=MaPLePrompting Method=MaPLe2026.0266.753.54PenaltyPrompting Method=MaPLePrompting Method=MaPLe2026.0266.753.64