ERA5
Benchmarks
Task NameDataset NameSOTA ResultTrendResults
ERA5 MS-8 (test)
1.43RMSE
8
ERA5 MS-4 (test)
1.32RMSE
8
ERA5 MS-2 (test)
0.98RMSE
8
ERA5 PV (val)
1.01MSE
8
ERA5 T2M (5.625° to 2.8125°) (test)
0.82LRMSE
8
ERA5 T850 (5.625° to 2.8125°) (test)
0.81LRMSE
8
ERA5 Z500 (5.625° to 2.8125°) (test)
41.51LRMSE
8
ERA5 native 1.40625° downscaled to 0.24965326° (test)
39.57LRMSE (Z500, 6h)
8
ERA5 native 1.40625° downscaled to 0.3515625° (test)
40.53LRMSE Z500 6h
8
ERA5 native 1.40625° downscaled to 0.703125° (test)
39.48LRMSE (Z500, 6h)
8
ERA5 Synthetic 5.0° x20 scaling
0.28MAE
8
ERA5 Synthetic 2.5° x10 scaling
0.13MAE
8
ERA5 Synthetic 1.5° x6 scaling
0.07MAE
8
ERA5 W3 grid
19.022m Temperature
7
ERA5 DS-8 (test)
0.99RMSE
7
ERA5 DS-4 (test)
0.75RMSE
7
ERA5 DS-2 (test)
0.68RMSE
7
ERA5 block-wise splitting (test)
0.003MSE
7
ERA5 (random splitting)
0.002MSE
7
ERA5 1.5° (2020 test)
606.84Z500 RMSE
7
ERA5
0.99Mean Temp Score
7
ERA5
21.482m Temperature (T2M)
6
ERA5 North reanalysis (test)
1.89Log-Likelihood
6
ERA5 West reanalysis (test)
1.71Log-likelihood
6
ERA5 Center reanalysis (test)
1.55Log-Likelihood
6