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Papers Benchmarks Datasets Tasks

Time Series Forecasting research benchmarks – Page 50 · SOTA2 Research

Time Series Forecasting

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Hospital Admissions fev-bench (test)

0.565CRPS

4

Feb 26, 2026

UCI Air Quality GIFT-Eval (test)

0.261CRPS

4

Feb 26, 2026

0.724MSE

4

Mar 25, 2026

Electricity horizon 3 (test)

0.994R2

4

Feb 26, 2026

1.936NLL

4

Feb 26, 2026

Electricity Overall (test)

5.945NLL

4

Feb 26, 2026

Electricity 192 (test)

5.967NLL

4

Feb 26, 2026

Weather Overall (test)

3.216NLL

4

Feb 26, 2026

Weather 192 (test)

3.193NLL

4

Feb 26, 2026

ETTh2 Overall (test)

1.876NLL

4

Feb 26, 2026

ETTh2 192 (test)

1.857NLL

4

Feb 26, 2026

ETTh1 192 (test)

1.794NLL

4

Feb 26, 2026

ETTm2 Overall (test)

1.863NLL

4

Feb 26, 2026

ETTm2 192 (test)

1.872NLL

4

Feb 26, 2026

ETTm1 Overall (test)

1.614NLL

4

Feb 26, 2026

ETTm1 192 (test)

1.627NLL

4

Feb 26, 2026

2.7N10 Error

4

Feb 26, 2026

Mackey-Glass (test)

2MG

4

Feb 26, 2026

Lorenz96 (test)

10.4LZ25

4

Feb 26, 2026

0.1230.5-Risk Accuracy

4

Feb 27, 2026

0.2330.5-Risk Accuracy

4

Feb 27, 2026

37.840.9-Risk Accuracy

4

Feb 27, 2026

0.228RRMSE

4

Feb 27, 2026

17.028RRMSE

4

Feb 27, 2026

16.9MAE

4

Feb 26, 2026

Page 50 of 56

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