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Papers Benchmarks Datasets Tasks

Forecasting research benchmarks – Page 10 · SOTA2 Research

Forecasting

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

1.08MSE

5

May 12, 2026

Intel microprocessors 9-16 weeks ahead

19.96MAE (x10^3)

5

Apr 23, 2026

Intel microprocessors 1-8 weeks ahead

14.52MAE (x10^3)

5

Apr 23, 2026

Time-MMD Climate

0.505Average Error

5

Mar 25, 2026

873.27RMSE

5

Mar 19, 2026

400 turbines (test)

0.018MSE

5

Mar 6, 2026

Reaction-Diffusion (RD)

7.1MSE

5

Feb 26, 2026

0.23MSE

5

Feb 26, 2026

Subscription Dataset (test)

Ensemble (Ours)

2.57RMSE

5

Feb 26, 2026

Custom Forecasting Question Set (full)

0.134Brier Score

5

Feb 26, 2026

9 respiratory sequences (irregular breathing)

0.916MAE (mm)

5

Feb 26, 2026

9 respiratory sequences (regular breathing)

0.674MAE (mm)

5

Feb 26, 2026

9 respiratory sequences (average)

0.834MAE (mm)

5

Feb 26, 2026

0.01Human MSE

4

Jul 9, 2026

0.028CRPS

4

Jun 1, 2026

0.105MSE

4

May 26, 2026

20 Forecasting tasks aggregated

0.445MSE

4

May 7, 2026

59.1RMSE

4

Mar 18, 2026

Chaotic Dynamical Systems $L_{pred}=3584$

6.05KL Divergence

4

Mar 12, 2026

Chaotic Dynamical Systems $L_{pred}=3072$

5.93KL Divergence

4

Mar 12, 2026

Chaotic Dynamical Systems $L_{pred}=2048$

5.62KL Divergence

4

Mar 12, 2026

Chaotic Dynamical Systems $L_{pred}=1024$

4.72KL Divergence ($D_{KL}$)

4

Mar 12, 2026

Chaotic Dynamical Systems $L_{pred}=512$

3.93KL Divergence ($D_{KL}$)

4

Mar 12, 2026

ED Admissions Total Arrivals (test)

6.63MAE

4

Feb 26, 2026

ED Admissions Other (test)

2.12MAE

4

Feb 26, 2026

Page 10 of 13

Popular datasets

TFB ED Admissions GIFT-Eval Weather M5

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