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Time-series prediction research benchmarks – Page 2 · SOTA2 Research

Time-series prediction

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Synthetic Data 20 systems

0.239RMSE

4

Jun 12, 2026

7-dataset aggregate suite (chronological)

TimeSeriesTransformerForPrediction

47Improved Count

3

May 6, 2026

Lorenz 96 system (F=8) (test)

6.8NRMSE

3

Feb 26, 2026

Lorenz 96 system F=0.9 (test)

0.02NRMSE

3

Feb 26, 2026

High-speed railway track monitoring time-series 2

0.001MSE

2

Apr 30, 2026

High-speed railway track monitoring time-series 1

0.002MSE

2

Apr 30, 2026

—

—Primary metric

0

Feb 26, 2026

—

—Primary metric

0

Feb 26, 2026

ICU Cardiac Arrest (test)

—

—Primary metric

0

Feb 26, 2026

ICU Sepsis (test)

—

—Primary metric

0

Feb 26, 2026

Page 2 of 2

Popular datasets

Synthetic Data ETT Lorenz 96 system Asynchronous High-speed railway track monitoring time-series

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