Just to add my two cents here. Yes, memorizing vocab will help, but I think just focusing on vocab is a mistake. The fill in the blank questions on the GRE seem to depend so much on context. For example, if you look at the GRE 2nd edition guide, many of the tougher examples involve widely understood words. What makes them tough is that many people are probably missing the contextual clues.