My guess is that it puts your phone into the "out of the box" settings - defaults that were there when you first turned it on. Any customization you did personally would have to be done again.
It resets all settings, but doesn't delete any content or re-arrange your home screen. Erase all settings on the other hand does remove everything and puts the phone back to factory settings.