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Papers Benchmarks Datasets Tasks

Time Series Forecasting research benchmarks – Page 36 · SOTA2 Research

Time Series Forecasting

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

0.005RMSE

9

Apr 7, 2026

0.083NRMSE Sum

9

Mar 13, 2026

Time-MMD Economy

0.008MSE

9

Mar 25, 2026

Climate Time-MMD

0.92MSE

9

Mar 10, 2026

M3 -> M4 (test)

13.024sMAPE

9

Mar 4, 2026

0.052MAE

9

Feb 27, 2026

FundAR Few-shot

0.661MAE

9

Feb 27, 2026

0.341MSE

9

Feb 27, 2026

1.04Distortion

9

Feb 26, 2026

0.144Distortion

9

Feb 26, 2026

0.101Distortion

9

Feb 26, 2026

Exchange (Exch.)

0.595Distortion

9

Feb 26, 2026

0.211Distortion

9

Feb 26, 2026

GIFT-Eval Short-term

0.878nMASE

9

Feb 26, 2026

WTI 22-day horizon

0.081RMSE

9

Feb 26, 2026

WTI 5-day horizon

0.039RMSE

9

Feb 26, 2026

WTI 1-day horizon

0.018RMSE

9

Feb 26, 2026

Weather Horizon 720 (test)

0.345MSE

9

Feb 26, 2026

ECL Horizon 720 (test)

0.204MSE

9

Feb 26, 2026

Weather Horizon 96 (test)

0.161MSE

9

Feb 26, 2026

GreenEarthNet 1.0 (test)

20.13PSNR (NDVI)

9

Feb 26, 2026

0.186MSE

9

Feb 27, 2026

Solar (out-of-domain)

0.03MSE

9

Feb 26, 2026

GDELT Event 19 (Fight)

44.03SMAPE

9

Feb 26, 2026

GDELT Event 17 (Coerce)

41.02SMAPE

9

Feb 26, 2026

Page 36 of 56

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