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Papers Benchmarks Datasets Tasks

Time Series Forecasting research benchmarks – Page 25 · SOTA2 Research

Time Series Forecasting

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Chronos Bolt Mini

0.051MASE

12

Feb 26, 2026

Chronos Bolt Base

0.071MASE

12

Feb 26, 2026

0.017MASE

12

Apr 14, 2026

0.029MASE

12

Feb 26, 2026

0.014MASE

12

Feb 26, 2026

0.975MASE

12

Feb 26, 2026

australian_electricity

0.035MASE

12

Feb 26, 2026

ETTm1 10% train data (test)

0.361MSE

12

Feb 26, 2026

0.02Parameters

12

Feb 26, 2026

0.02Params

12

Feb 26, 2026

0.02Parameters

12

Feb 26, 2026

0.02Params

12

Feb 26, 2026

30 Lakes (test)

0.621MAE

12

Feb 26, 2026

0.02MSE

12

Feb 26, 2026

Traffic (train)

0.205MSE

12

Feb 26, 2026

0.144MSE

12

Feb 26, 2026

Electr. (train)

0.083MSE

12

Feb 26, 2026

Synth-12 sigma=0.9

Crossformer + DropoutTS

0.36MSE

12

Feb 26, 2026

Synth sigma=0.7 12-variable synthetic

Crossformer + DropoutTS

0.379MSE

12

Feb 26, 2026

Synth-12 sigma=0.5 synthetic

Crossformer + DropoutTS

0.391MSE

12

Feb 26, 2026

Synth synthetic sigma=0.3 12-variable

Crossformer + DropoutTS

0.378MSE

12

Feb 26, 2026

Synth 12-variable synthetic (sigma=0.1)

Crossformer + DropoutTS

0.386MSE

12

Feb 26, 2026

0.978R2 (Horizon 6)

12

Feb 26, 2026

0.356CRPS

12

Feb 26, 2026

0.161CRPS

12

Feb 26, 2026

Page 25 of 56

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