It stops the actual alarm that is ongoing or active, but when the alarm period is over it will start again, it's only for temporarily disabling the alarm which started. It will sound again though
There is no way of reseting the reminders, unfortunately you have to go into your sms/email/calls so the system ticks them as read.
best regards
Radek Blechman