My boy's ears never stood up either. They are floppy cute dumbo ears. I really like them like that too, but my boy is bigger than most people's yorkies. He is about 7lbs and just seems a little taller and a little longer than most. They fit his personality.
I have no idea if its too late to tape. Good Luck!