I raise more on the river, checking behind the turn isn't a bad play IMO.

The reason for a larger raise is the only hands that'll call a raise are hands that'll pay off a bigger raise. If he has a bigger boat, he's reraising you all-in and you have to pay it off, so a smaller bet isn't saving you anything if you're beat.