Before revision:  The direction of the next return can be predicted , out-of-sample , with an accuracy of over 75\% for short time horizons below 10 minutes.
After revision:  The direction of the next return can be predicted , out-of-sample , with an accuracy above 75\% for short time horizons below 10 minutes.