From a practical perspective, it is reasonable to assume that such an entity profile exists for common entities such as popular locations and celebrities, as well as for targeted entities of interest that should be handled by an in-domain NLG system.
we use the gold-standard content for the demonstrative and description categories from the webNLG dataset, which provides an upper bound on the potential performance of this system.