I like to bait them, especially when I know there is a cop within earshot. I'll yell something back like "You know you'd lose, so why bother?!?" They take off like a scalded cat and I just idle away while the cop does the rest.
As I've gotten older, I've learned that the risk/return in any form of street racing just doesn't add up. Best to save it for the track.