The productive feature engineering aspects of incorporating features into the discriminative MaxEnt classifier motivate the model choice for the problem at hand.
the ability of the MaxEnt model's estimation routine to handle overlapping (correlated) features makes it directly applicable to address the first limitation of the VSM model.