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Data Assimilation research benchmarks – Page 3 · SOTA2 Research

Data Assimilation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

0.033L2RE

4

Feb 26, 2026

0.08L2RE

4

Feb 26, 2026

0.117L1RE

4

Feb 26, 2026

0.025L1RE

4

Feb 26, 2026

1.35L1RE

4

Feb 26, 2026

0MSE

4

Feb 26, 2026

0.001MSE

4

Feb 26, 2026

112fMSE-L

4

Feb 26, 2026

15.4fMSE-L

4

Feb 26, 2026

16.6fMSE-L

4

Feb 26, 2026

111fMSE-L

4

Feb 26, 2026

Atmospheric Modeling

0Encoder Training Time (s)

4

Feb 26, 2026

Tsunami Modeling

0Encoder Training Time (s)

4

Mar 4, 2026

Kolmogorov Flow

0Encoder Training Time (s)

4

Mar 4, 2026

SEVIR Standard (last 10 steps)

0.016CRPS

4

Feb 26, 2026

SQG Saturating 64x64 grid (last 20 steps)

1.33CRPS

4

Feb 26, 2026

SQG Multimodal 64x64 grid (last 20 steps)

1.81CRPS

4

Feb 26, 2026

SQG Sparse 64x64 grid (last 20 steps)

1.73CRPS

4

Feb 26, 2026

SQG Noisy 64x64 grid (last 20 steps)

1.32CRPS

4

Feb 26, 2026

ERA5 1.40625° resolution

Fourier Neural Processes

0.02MSE

4

Feb 26, 2026

Kolmogorov R3 (test)

0.134Average Wall-Time (s)

3

Mar 25, 2026

Darcy R3 (test)

0.023Average Wall-Time (s)

3

Mar 25, 2026

Burgers R3 (test)

0.023Average wall-time (s)

3

Mar 25, 2026

Page 3 of 3

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SQG ERA5 Wave Heat Stokes

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