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Papers Benchmarks Datasets Tasks

Forecasting research benchmarks – Page 4 · SOTA2 Research

Forecasting

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Electricity 480

0.73Relative MAPE

13

Mar 17, 2026

0.54Relative MAPE

13

Mar 17, 2026

0.76Relative MAPE

13

Mar 17, 2026

GIFT-Eval S Horizon

0.75Relative MAPE

13

Mar 17, 2026

GIFT-Eval M Horizon

0.9Relative MAPE

13

Mar 17, 2026

GIFT-Eval L Horizon

0.96Relative MAPE

13

Mar 17, 2026

GIFT-Eval Multivariate

0.88Relative MAPE

13

Mar 17, 2026

GIFT-Eval Univariate

0.78Relative MAPE

13

Mar 17, 2026

0.86Relative MAPE

13

Mar 17, 2026

0.161MSE

13

Mar 16, 2026

0.041MSE

13

Mar 16, 2026

TimeMQA-Llama3-8B

86.4FS

13

Feb 26, 2026

0.161CRPS

13

Feb 26, 2026

0.036CRPS

13

Feb 26, 2026

POLYGYM N = 375

0.178Brier Score

12

Jul 3, 2026

E-PEMS-BAY Horizon 12

1.792MAE

12

Jun 25, 2026

E-PEMS-BAY Horizon 6

1.475MAE

12

Jun 25, 2026

E-PEMS-BAY Horizon 1

0.916MAE

12

Jun 25, 2026

0.247MSE

12

May 27, 2026

Ship (In-Distribution)

0.115MSE

12

May 27, 2026

0.23MSE

12

May 27, 2026

Weather original (test)

0.231CRPS

12

Feb 26, 2026

Cash Demand Input-Only (test)

0.251MAE

12

Feb 26, 2026

Private Dataset Exclusive User (test)

0.364MAE

12

Feb 26, 2026

Reaction-Diffusion (test)

-1.7Normalized Log-Likelihood

12

Feb 26, 2026

Page 4 of 13

Popular datasets

TFB ED Admissions GIFT-Eval Weather M5

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