ResearchBenchmarksMulticlass Time-series Classification on UCR RefrigerationDevicesFollow80.3AccuracySoftShape49.157.265.373.4Apr 29, 2026Evaluation ResultsMethodMethodLinksAccuracySoftShape2026.0480.3HC22026.0476.7IncTime2026.0475.9COTE2026.0474.2CHIEF2026.0472.7GPT4TS2026.0472.7ROCKET2026.0472.6VTBenchConfiguration=DefaultConfiguration=Default2026.0463.1VTBenchConfiguration=BestConfiguration=Best2026.0461.2FCN-LSTM2026.0458.1TimesNet2026.0456.9OS-CNN2026.0450.3