To initialize this model, we combined the final instance of DBM-2 with uniform multinomials for punctuation-crossing attachment probabilities (see §2.3).
further boosts to accuracy could come from employing more sophisticated optimization algorithms, e.g., better EM (Samdani et al., 2012), constrained Gibbs sampling (Mareček and Zabokrtský, 2011) or locally-normalized features .