ResearchBenchmarksMulticlass Time-series Classification on UCR ArrowHeadFollow94.4AccuracySoftShape58.83268.06677.386.534Apr 29, 2026Evaluation ResultsMethodMethodLinksAccuracySoftShape2026.0494.4FCN-LSTM2026.0490.9HC22026.0488.6CHIEF2026.0488.1IncTime2026.0488COTE2026.0487.4ROCKET2026.0485.4OS-CNN2026.0483.8GPT4TS2026.0483.5TimesNet2026.0478.2VTBenchConfiguration=BestConfiguration=Best2026.0473.9VTBenchConfiguration=DefaultConfiguration=Default2026.0460.2