ResearchBenchmarksImage Classification on ImageNet Rendition (novel classes)For AI assistantsMarkdownContent indexImage Classification on ImageNet Rendition (novel classes)Follow85.28AccuracyTCPT85.155285.187685.2285.2524Feb 22, 2026Evaluation resultsMethodMethodLinksAccuracyExpected Calibration Error (ECE)TCPTPrompting Method=MaPLePrompting Method=MaPLe2026.0285.282.05MaPLeMethod=Prompt-tuningMethod=Prompt-tuning2026.0285.223.14ZS-NormPrompting Method=MaPLePrompting Method=MaPLe2026.0285.167.21PenaltyPrompting Method=MaPLePrompting Method=MaPLe2026.0285.167.32