In recent years, researchers mainly have been using CRF (Lafferty et al., 2001;Sutton and McCallum, 2012;Wang et al., 2015Wang et al., , 2016a to recognize named entity.
cRF needs to manually set features and requires a large number of professional domain knowledge (such as digital dictionary of location names), manually, it has poor generalization ability in new areas.