ResearchBenchmarksBinary Time-series Classification on UCR BeetleflyFollow97.5AccuracySoftShape68.976.32583.7591.175Apr 29, 2026Evaluation ResultsMethodMethodLinksAccuracySoftShape2026.0497.5CHIEF2026.0495.8FCN-LSTM2026.0495COTE2026.0492.1HC22026.0490.3IncTime2026.0489.3ROCKET2026.0488.7VTBenchConfiguration=BestConfiguration=Best2026.0483.3OS-CNN2026.0481.5GPT4TS2026.0472.5TimesNet2026.0470VTBenchConfiguration=DefaultConfiguration=Default2026.0470