What are some games (in the past few years) that are largely underrated?
Dragon's Dogma is a pretty awesome game. It's not perfect, but it still is quite good.
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It's not at all recent but I'm still going to say Phantom Crash. Because I'm pretty sure I'm the only person who ever played that game.