We train the CRF to jointly identify and determine the semantic type of each entity mention.
we create one instance for each word w i , assigning it a class label that indicates whether it begins an entity mention of type t j (B-t j ) , is inside an entity of type t j (I-t j ) or is outside an entity (O).