Habitually forgetful (12)
(Other definitions for absent-minded that I've seen before include "Wandering" , "Given to woolgathering" , "Scatty" , "Prone to forgetfulness" , "Liable to inattentiveness" .)
(Another definition for absentminded that I've seen is " appear lost".)