We map entity words into labels under the BILOU (Begin, Inside, Last, Outside, Unit) scheme, assuming that there are no overlapping entities in one sentence (Li and Ji, 2014; Miwa and Sasaki, 2014; <cite>Miwa and Bansal, 2016</cite>) .