I would have to say MGS3. Since everybody knew Halo 2 was going to be there it would have to be pretty damn awesome to win it. But MGS3 is a bit of a surprise to most. And as Dan said nothing is really known about the game.
Oh and Doom III was the Best in Show last year
https://www.e3awards.com/past.html