We apply the Random Walk-based sampling method (see Section 3.2.2) for the standard dependency parsing task.
for the joint parsing and POS correction on the CATiB dataset we do not use the Random Walk method because the first-order features in normal parsing are no longer first-order when POS tags are also variables.