Hard to say. One of the few series where I enjoy all the games almost equally.
I probably prefer 2 out of the original trilogy just because of the general scope of the game. 3 I think is better in a lot of ways but feels a lot smaller. 1 is still a fantastic game.
And no hating on the PSP games: Ghost of Sparta is a top tier GoW experience...