ResearchBenchmarksImage Classification on ImageNet-S novel classes SketchFollow53.36AccuracyMaPLe53.153.167553.23553.3025Feb 22, 2026Evaluation ResultsMethodMethodLinksAccuracyExpected Calibration ErrorMaPLeMethod=Prompt-tuningMethod=Prompt-tuning2026.0253.363.73ZS-NormPrompting Method=MaPLePrompting Method=MaPLe2026.0253.344.01TCPTPrompting Method=MaPLePrompting Method=MaPLe2026.0253.213.63PenaltyPrompting Method=MaPLePrompting Method=MaPLe2026.0253.114.11