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Papers Benchmarks Datasets Tasks

Multi-step forecasting research benchmarks · SOTA2 Research

Multi-step forecasting

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

0.365MSE

15

Mar 20, 2026

Electricity price 15-4 horizon (test)

0.041RMSE

14

Jun 11, 2026

Unmet power 15-4 horizon (test)

0.064RMSE

14

Jun 11, 2026

0.671MSE

14

Feb 26, 2026

0.759MSE

14

Feb 26, 2026

2.56MAE

10

Feb 26, 2026

3.43MAE

9

Feb 26, 2026

662.24MAE

8

Feb 26, 2026

Pine Island Glacier transient simulations months 61-240 ISSM (test)

Horizon-aware GNN

39.57RMSE (Vx)

6

May 29, 2026

Wiki Length 12 (test)

0.041MAE

6

Feb 27, 2026

Wiki Length 9 (test)

0.041MAE

6

Feb 27, 2026

Wiki Length 6 (test)

0.041MAE

6

Feb 27, 2026

Wiki Length 3 (test)

0.04MAE

6

Feb 27, 2026

Popular datasets

Wiki METR-LA LA ETT COVID-19

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