Bag it usually. You don't want a layer of thatch/mat, it will lead to mold and fungus build up.
The only time I mulch it is right after I get it aerated, then you get some decent organics down into the soil.
Although I will not be bagging my backyard. It's so tall right now I'm gonna need a haybaler.