Very often but not always when I dismiss a reminder within a few seconds it will pop up again in the reminder window.
This also happens some times when I Dismiss All. It just happened to me now. I had five items come up in the reminder window and I clicked Dismiss All and a few seconds later the reminder window popped back up with two of the same items in it. I have checked to make sure I did not have two alarms on the same note.