What to do if someone else sees you and your girl friend while you are on a date and the girl friend really does not want that someone to see you two as a couple?

Leave said place at which you and your girlfriend are at (restaurant, movie theater, etc.). If that someone happens to see you two together and follows you out of the restaurant, well... sucks to suck