Are hybrid models integrated with data preprocessing techniques suitable for monthly streamflow forecasting? Some experiment evidences

•We examine the ability of six hybrid models in the hindcast and forecast experiments.•Six hybrid models in the hindcast experiment perform better than the original models.•Six hybrid models in the forecast experiment perform worse than the original models.•The hybrid models are not suitable for forecasting monthly streamflow in this study.