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Papers Benchmarks Datasets Tasks

Forecasting research benchmarks – Page 6 · SOTA2 Research

Forecasting

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

PM10 Mumbai OCT-NOV-DEC

31.56MAE

10

May 6, 2026

PM10 Mumbai JULY-AUG-SEPT

17.78MAE

10

May 6, 2026

PM10 Mumbai APR-MAY-JUN

31.86MAE

10

May 6, 2026

PM10 Mumbai JAN-FEB-MAR

28.81MAE

10

May 6, 2026

0.437MAE

10

Apr 10, 2026

0.291MAE

10

Apr 10, 2026

0.265MAE

10

Apr 10, 2026

98.4FCR

9

Jun 18, 2026

Forecasting benchmark (test)

0Cost

9

Jun 9, 2026

0.22Average MSE

9

Jun 2, 2026

Sea Surface Temperature (SST) (test)

0.216CRPS

9

May 27, 2026

3-variable simulated dataset with frequent transitions 1

0.107MAE

9

May 15, 2026

1.519MAE

9

May 15, 2026

3-variable simulated dataset with frequent transitions No. 2 (test)

0.101MAE

9

May 15, 2026

Simulated dataset (3 variables) with infrequent transitions

0.089MAE

9

May 15, 2026

3-variable simulated dataset No. 2 with frequent transitions v1 (test)

0.101MAE

9

May 15, 2026

3-variable simulated dataset frequent transitions v1 (test)

0.107MAE

9

May 15, 2026

0.019MAE

9

May 15, 2026

3-variable simulated dataset with infrequent transitions (test)

0.089MAE

9

May 15, 2026

32.1MBS

9

Apr 21, 2026

20.89MAE

9

Apr 20, 2026

Chronos zero-shot suite

0.81MASE

9

Mar 10, 2026

AFT with Re-encoding

0.069MSE

9

Jun 24, 2026

Copper 22-day horizon (test)

0.058RMSE

9

Feb 26, 2026

Copper 5-day horizon (test)

0.027RMSE

9

Feb 26, 2026

Page 6 of 13

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