with documents where we can safely assume that the majority of the entities will be contained in a large knowledge base (KB) such as Wikidata Vrandečić and Krötzsch (2014) we find that simple string matching techniques are sufficiently accurate.
we use a part of speech tagger (Honnibal, 2017) to extract nominal groups in the training data and string-match them with entities in Wikidata.