(Also, it's just awful that they make you click through to the spam document before you can report it. Why don't I have an option to report spam in the notification email?)
I don't want to turn off my notifications outright but I'm not sure what else to do at this point.
There was an "Ask HN" thread on this exact topic a week or so ago. It explains what's going on.