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Papers Benchmarks Datasets Tasks

Time Series Forecasting research benchmarks – Page 54 · SOTA2 Research

Time Series Forecasting

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Oncology Demand Series C20 (test)

-1.7DM Statistic (ma vs mb)

1

May 8, 2026

Oncology Demand Series C189 (test)

-7.44DM Statistic (ma vs mb)

1

May 8, 2026

Oncology Demand Series C109 (test)

-10.53DM Stat. (ma vs mb)

1

May 8, 2026

13.6MSE

1

Mar 4, 2026

18.5MSE

1

Mar 4, 2026

24.8MSE (%)

1

Mar 4, 2026

0.01MASE

1

Feb 26, 2026

0.269MASE

1

Feb 26, 2026

0.021MASE

1

Feb 26, 2026

jena-weather-10T-48

0.016MASE

1

Feb 26, 2026

0.05MASE

1

Feb 26, 2026

hierarchical-sales W-8

0.33MASE

1

Feb 26, 2026

hierarchical-sales D-30

0.576MASE

1

Feb 26, 2026

0.071MASE

1

Feb 26, 2026

0.117MASE

1

Feb 26, 2026

0.11MASE

1

Feb 26, 2026

0.063MASE

1

Feb 26, 2026

0.121MASE

1

Feb 26, 2026

Chaotic time series (synthetic nonlinear plant)

—

—Primary metric

0

Jun 12, 2026

Real-world energy consumption datasets

—

—Primary metric

0

Jun 12, 2026

Chaotic time series Henon, Lorenz, Rossler, etc.

—

—Primary metric

0

Jun 12, 2026

Oncology Demand Series C61 (test)

—

—Primary metric

0

May 8, 2026

Oncology Demand Series C508 (test)

—

—Primary metric

0

May 8, 2026

Oncology Demand Series C169 (test)

—

—Primary metric

0

May 8, 2026

Oncology Demand Series C159 (test)

—

—Primary metric

0

May 8, 2026

Page 54 of 56

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