and then apply word sequence labeling (Yang et al., 2016;He and Sun, 2017).
the rare gold-standard segmentation in NER datasets and incorrectly segmented entity boundaries both negatively impact the identification of named entities (Peng and Dredze, 2015;He and Sun, 2016).