Furthermore, in addition to the most frequently mentioned entity type as contexts used by <cite>Elsahar et al. (2018)</cite> , we leverage the type that best describes the entity as contexts (e.g. a refined entity type 3 "US state" combines a broad type "administrative region" for the entity "New York"), which is helpful to refine the entity information.