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Univariate long sequence time-series forecasting research benchmarks · SOTA2 Research

Univariate long sequence time-series forecasting

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

0.163MAE

89

Feb 26, 2026

0.031MSE

70

Feb 26, 2026

Weather 1-hour granularity (test)

0.117MSE

40

Feb 26, 2026

ETTm1 15-minute granularity (test)

0.03MSE

40

Feb 26, 2026

ETTh2 1-hour granularity (test)

0.093MSE

40

Feb 26, 2026

0.12MSE

36

Feb 26, 2026

0.055MSE

36

Feb 26, 2026

0.432MSE

8

Feb 26, 2026

0.292MSE

8

Feb 26, 2026

Popular datasets

ETT Weather ETTm2 ECL

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