This is kind of an odd question for me. Each of the games has something about it I really liked, and things about it I really didn't.
Probably overall, Birth By Sleep was my favorite. I really liked the gameplay, and I liked most of the characters, story, and world. However, I've still only completed a third of it, because I stopped playing as soon as it forced me to change characters.