It means that he does remember the girl (even though he probably doesn't, in this case). Absent-minded = not thinking clearly, temporarily forgetful. [ I never remember where I put my keys.
New words, one handy idiom, and a 2-minute quiz — delivered to your inbox to keep your streak alive.