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Papers Benchmarks Datasets Tasks

Multivariate long-term forecasting research benchmarks – Page 3 · SOTA2 Research

Multivariate long-term forecasting

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Traffic T=192 (test)

0.373MSE

8

Feb 26, 2026

Traffic T=96 (test)

0.337MSE

8

Feb 26, 2026

Weather T=720 (test)

0.316MSE

8

Feb 26, 2026

Weather T=336 (test)

0.243MSE

8

Feb 26, 2026

Weather T=96 (test)

0.145MSE

8

Feb 26, 2026

Traffic v1 (test)

0.338MSE

7

Jun 26, 2026

Electricity L=512 (test)

0.126MSE

3

Feb 26, 2026

ETTm2 L=512 (test)

0.359MSE

2

Feb 26, 2026

ETTh2 L=512 (test)

0.256MSE

2

Feb 26, 2026

Traffic L=512 (test)

0.352MSE

2

Feb 26, 2026

ETTm1 L=512 (test)

0.4MSE

1

Feb 26, 2026

ETTh1 L=512 (test)

0.435MSE

1

Feb 26, 2026

Page 3 of 3

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Weather Traffic ETTh1 ETTm1 Electricity

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