some months back:
  I've reset Junk "Reset training data"
  I've enabled "adaptive junk controls"
  I've enable "Enable Adaptive Junk filter logging"
  I've checked the "Do Not automatically mark mail as junk if the sender is in:"

  Some people in my address book are marked junk (when I highlight that specific email)
     I say "Not Junk" and seems not to work for multiple mails sent from same party

 Also,
  Several of the same emails are NOT marked as junk when I Manually mark them as so.
  I've looked though the forum, and found several entries similar to this, but no real solution is posted

I've been getting SPAM'd to death and have been on a hunt to stop as much as possible. The Junk filters: some months back: I've reset Junk "Reset training data" I've enabled "adaptive junk controls" I've enable "Enable Adaptive Junk filter logging" I've checked the "Do Not automatically mark mail as junk if the sender is in:" Some people in my address book are marked junk (when I highlight that specific email) I say "Not Junk" and seems not to work for multiple mails sent from same party Also, Several of the same emails are NOT marked as junk when I Manually mark them as so. I've looked though the forum, and found several entries similar to this, but no real solution is posted