The knowledge base contains many pieces of information related to the person the biography talks about (and that the system will use to generate that type of biography), not all of which necessarily will appear in the biography.
the associated knowledge base is not the semantics of the target text but the larger set 1 of all things that could possibly be said about the person in question.