I don't listen to much pop radio or watch the Music Television, so I'm often pretty out of it when it comes to the hits on those (unless it's talked about online).

I don't think I've ever really had someone say they didn't know a band that wasn't absolutely shocking to me, though. I'd imagine if they hadn't, I'd just nonchalantly go "Really? X was their big hit a while ago."