Same. Looks like there's a new feature, or I just noticed it. Now you can manually click off a little grey circle to uncheck the notifications. It's actually a little handy once I got used to it.
Sometimes it still doesn't clear them all though, so open all replies (show all, at the bottom). Then click mark all read. That fixed it for me.