All Souls College doesn't have any students, graduate or otherwise. It's primarily a place where people can conduct research into any topic, most often in the humanities.
It frequently hosts journalists, politicians, lawyers, etc, who have had successful careers outside of academia and who may have no academic qualifications other than an undergraduate degree, and sometimes no degree at all.