Step 2: For t = 1 to N (the number of iterations N will be chosen by crossvalidation) a: Note that this is essentially the idea behind the ''boosting'' approach to feature selection introduced in section 3.3.
the base parser produces a set of candidate parses for each input sentence, with associated probabilities that define an initial ranking of these parses.