NER is an essential pre-processing step for many natural language processing (NLP) applications, such as relation extraction (Bunescu and Mooney, 2005), event extraction (Chen et al., 2015), question answering (Mollá et al., 2006) etc.
we thank the anonymous reviewers for their insightful comments.