Several works (e.g., Ratinov and Roth, 2009;Cohen and Sarawagi, 2004) have shown that injecting dictionary matches as features in a sequence tagger results in significant gains in NER performance.
building these dictionaries requires a huge amount of human effort and it is often difficult to get good coverage for many named entity types.