7 Nonetheless, generative approaches are vastly cheaper to train, since they must only collect counts from the training set.
the max-margin approach does have the potential to incorporate many new kinds of features over the input, and the current feature set allows limited lexicalization in cubic time, unlike other lexicalized models (including the Collins model which it outperforms in the present limited experiments).