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Long-term time-series forecasting research benchmarks – Page 5 · SOTA2 Research

Long-term time-series forecasting

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Solar horizon 96

0.157MSE

2

May 15, 2026

Weather conventional (test)

0.226CMSE

2

Feb 26, 2026

ETTm2 conventional (test)

0.269CMSE

2

Feb 26, 2026

ETTm1 conventional (test)

0.369CMSE

2

Feb 26, 2026

ETTh2 conventional (test)

0.339CMSE

2

Feb 26, 2026

ETTh2 horizon 192

349MSE

1

May 15, 2026

Page 5 of 5

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ETT Electricity Weather Traffic ETTh2

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