The manufacturer ratings only go down to -10 degrees F. The unit should continue to run, although it may often switch between heating operation and the defrost mode if ice accumulates. Also, capacity will continue to significantly decrease the colder it gets outside.
In practice, you will need to rely on a back-up or supplemental heat source for temperatures much below freezing with any heat pump system.