Typically, NER models are built upon conditional random fields (CRF) with the IOB or IOBES tagging scheme Ma and Hovy, 2016;Lample et al., 2016;Ratinov and Roth, 2009;Finkel et al., 2005).
such design cannot deal with multi-label tokens.