ResearchBenchmarksMulticlass Time-series Classification on UCR WordSynonymsFollow91.8AccuracySoftShape63.40870.77978.1585.521Apr 29, 2026Evaluation ResultsMethodMethodLinksAccuracySoftShape2026.0491.8TimesNet2026.0484.4CHIEF2026.0479.4GPT4TS2026.0478.2HC22026.0476.6ROCKET2026.0476.6IncTime2026.0475.2COTE2026.0474.8OS-CNN2026.0474.2FCN-LSTM2026.0467.1VTBenchConfiguration=BestConfiguration=Best2026.0465.8VTBenchConfiguration=DefaultConfiguration=Default2026.0464.5