Given a set of spatial elements with an assignment of roles to each element, a joint spatial relation extraction system uses a binary classifier to determine whether these elements form a spatial relation with the roles correctly assigned to all participating elements.
the classifier will output a 1 if and only if (1) the elements in the set form a relation and (2) their roles in the relation are correct.