Finally once we have trained a PRA model for a given relation, say profession, we would like to infer the professions for all the 1.7 million persons whose professions are not known to Freebase (and possibly predict changes to the profession information of the 0.3 million people whose professions were given).
in each of the parsed documents, we use POS tags and dependency edges to identify potential referring noun phrases (NPs).