first names with male proportion less than or equal to 0.5 in the gazetteer) by F. We remove all names occurring in training from L, M, and F. We use the spaCy dependency parser (Honnibal and Johnson, 2015) to find the heads of each mention.
changing the name of an organization while ensuring that it is compatible with nominals in the cluster is nontrivial without a finer semantic typing.