Yes, they are read on my community. I read them every time I get one - at least I click the little bell, which marks them as read.
Even here, I just visited this site 16 minutes ago, clicked the bell, which cleared all notifications, and now I just got a notification saying there are 3 new comments, but there's only 1 new comment (your last post)?