I definitely check turn, river is more difficult.
If you bet, no better hand is going to fold so you need to be sure that if you are called or raised, you have the best hand over 50% of the time.
Since it appears he either missed completely or is slowplaying, I check behind on river unless your read is that he calls too much and will often look you up with a weak hand.