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ResearchFormerly WizWand

Demand Forecasting

Benchmarks

DatasetSOTA methodMetricTrendResultsLast updated

E-commerce Demand Country 01, Event-Driven Periods

0.282MAE

35

Feb 26, 2026

E-commerce Demand Country 04, Event-Driven Periods

0.347MAE

28

Feb 26, 2026

E-commerce Demand Country 03, Event-Driven Periods

0.978MAE

28

Feb 26, 2026

E-commerce Demand Country 02, Event-Driven Periods

0.358MAE

28

Feb 26, 2026

E-commerce Center Overall 04

0.675MAE

28

Feb 26, 2026

E-commerce Center Overall 03

1.446MAE

28

Feb 26, 2026

E-commerce Center 02 Overall

0.691MAE

28

Feb 26, 2026

E-commerce Center Overall 01

0.27MAE

28

Feb 26, 2026

SNBC industrial dataset

Validation-selected Oracle Reference

1.326MSE

17

Jun 9, 2026

client snacks demands dataset (test)

48.52Mean SMAPE

11

May 7, 2026

Supply Chain Dataset

Proposed Hybrid

15.02MAE

10

Apr 24, 2026

Textile Sales Dataset

Proposed Hybrid

11.03MAE

10

Apr 24, 2026

Major complexity admissions General Medicine (test)

2.2MAE

8

Feb 26, 2026

Arlington stations (D.C. network) 11 newly added stations (test)

Transformer-Based T-STAR

0.061MAE

6

Feb 26, 2026

Electricity Demand (test)

2.7MAPE (%)

4

May 18, 2026

Gas Demand (test)

2.1MAPE

4

May 18, 2026

Major complexity admissions Total Arrivals (test)

3.77MAE

4

Feb 26, 2026

Major complexity admissions Other (test)

1.36MAE

4

Feb 26, 2026

Major complexity admissions Neurology (test)

0.29MAE

4

Feb 26, 2026

Major complexity admissions Cardiology (test)

0.77MAE

4

Feb 26, 2026

Major complexity admissions Psychiatry (test)

0.71MAE

4

Feb 26, 2026

Major complexity admissions Paediatric (test)

0.83MAE

4

Feb 26, 2026

Major complexity admissions Surgery (test)

1.28MAE

4

Feb 26, 2026

Major complexity admissions Emergency Medicine (test)

1.78MAE

4

Feb 26, 2026

DataCo Global Supply Chain (Weeks 159–162)

85.89MAE

3

Apr 3, 2026