I agree that you need to go invite only. I realize that you have a small campus, (I used to advise a chapter there) but clearly your current method of publicizing the event isn't working. Perhaps invite only the PNMs that you actually want there would yield results. I belonged to a struggling chapter in college, our COB events were always invitation only events - whether it was phone call or actual invitiation.