I think GTA is a better game. The last of us just wasn't that fun to play and some parts of it were seriously frustrating...not the good frustrating!
GTA for me appeals to a lot more people, and it has a fun element that is rarely matched by most other modern day AAA games. I feel like reviewers and award givers often overlook the fun element that a game provides.