We generally find the phrase features are much more likely to predict neutral, and the alignment-based features are much more likely to predict entailing.
the phrasal vectors seem to be much better at capturing non-entailment based on differences in prepositions (walk inside building walk outside building), additional modifiers on the RHS (man old man, room darkened room), and changing semantic roles (man eats near kitten kitten eats).