In order to label D datasets with some disjoint labels, we only consider the probability of the "observed labels" and allow the "unobserved" tokens to be free.
when tagging dataset i ∈ [D], we treat the non-entity tokens as potentially taking any entity type label from any of the other datasets as well as the 'O' label.