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Papers Benchmarks Datasets Tasks

Long-term multivariate forecasting research benchmarks · SOTA2 Research

Long-term multivariate forecasting

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

0.36MSE

76

Jun 26, 2026

Electricity (test)

0.129MSE

45

Jun 26, 2026

ECL horizon 96 (test)

0.125MSE

22

Feb 26, 2026

ECL Full-shot (test)

0.158MSE

11

Feb 26, 2026

ETTm2 Full-shot (test)

0.256MSE

11

Feb 26, 2026

Weather Avg. (test)

0.216MSE

5

Feb 26, 2026

ETTm1 Avg. (test)

0.333MSE

2

Feb 26, 2026

Global Average All Datasets (test)

0.282MSE

1

Feb 26, 2026

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ECL Weather ETTm1 ETTm2 Traffic

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