Collins (2003, page 602) gives the example Yesterday the dog barked, where conditioning on the head of the NP, dog, results in incorrectly generating Yesterday as part of the NP.
if the model is conditioning on the previous modifier, the, then the correct STOP category is much more likely to be generated, as words do not often come before the in an NP.