ResearchBenchmarksBinary Time-series Classification on UCR HerringFollow80AccuracyGPT4TS56.39262.52168.6574.779Apr 29, 2026Evaluation ResultsMethodMethodLinksAccuracyGPT4TS2026.0480SoftShape2026.0476.7FCN-LSTM2026.0476.6TimesNet2026.0465.6COTE2026.0463.2HC22026.0462.6ROCKET2026.0462.6IncTime2026.0462.5OS-CNN2026.0460.8VTBenchConfiguration=BestConfiguration=Best2026.0459.9CHIEF2026.0459.7VTBenchConfiguration=DefaultConfiguration=Default2026.0457.3