Before revision:  As an illustration of the usefulness our new models , we conduct an extensive forecasting study;
After revision:  Applying the models to realized volatility measures covering a vast panel of assets, we find evidence consistent with the hypothesis that time series of realized measures of volatility are both rough and very persistent. Lastly, we illustrate the utility of the models in an extensive forecasting study;