Mohler et al. (2011) propose that RMSE is better suited to the task since it captures the relative error a system makes when trying to predict scores. However, RMSE is scale-dependent and thus RMSE values across different studies cannot be compared. We can only suggest that in order to sufficiently describe a system's performance, several metrics need to be reported.