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Papers Benchmarks Datasets Tasks

Time Series Forecasting research benchmarks – Page 39 · SOTA2 Research

Time Series Forecasting

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

1.017SQL Score

8

Mar 19, 2026

TaTS (ours) + iTransformer

0.109Agriculture MSE

8

Mar 10, 2026

Wikipedia GluonTS (test)

0.944MAE

8

Feb 26, 2026

Traffic GluonTS (test)

0.144MAE

8

Feb 26, 2026

Solar-Energy GluonTS (test)

0.083MAE

8

Feb 26, 2026

Exchange-Rate GluonTS (test)

0.666MAE

8

Feb 26, 2026

Electricity GluonTS (test)

0.171MAE

8

Feb 26, 2026

Wikipedia (test)

1.28MSE

8

Feb 26, 2026

Solar-Energy (test)

0.077MSE

8

Feb 26, 2026

Exchange Rate (Exch.) (test)

0.712MSE

8

Feb 26, 2026

0.317Avg MAE

8

Feb 26, 2026

0.245MAE

8

Feb 26, 2026

0.237MAE

8

Feb 26, 2026

0.314MSE

8

Feb 26, 2026

0.201MSE

8

Feb 26, 2026

TransnetBW 6 months (test)

263.1RMSE

8

Feb 26, 2026

Synthetic dataset 10,000 examples (test)

Temporal Fusion Transformer

0.059RMSE

8

Feb 26, 2026

LLM traffic (test)

112,000,000MAE

8

Feb 26, 2026

Temperature (test)

0.446MAE

8

Feb 26, 2026

TimesFM-2.5-200M

0.185EM

8

Feb 26, 2026

Moirai-1.1-R-Base

0.042EM

8

Feb 26, 2026

Weather Length 96 (test)

0.71MSE

8

Jun 2, 2026

7,586.28RMSE

8

Feb 26, 2026

Soil Moisture (test)

0.198RMSE (H=6)

7

Jun 19, 2026

0.105RMSE (H=6)

7

Jun 19, 2026

Page 39 of 56

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