Such resources have been largely ignored by the mainstream statistical NLP research, because they were not specifically designed for NLP purpose at the first place and they are often far from complete.
2 Approach Overview A typical supervised name tagger is presented in (Lample et al., 2016), consisted of Bi-directional Long Short-Term Memory networks (Bi-LSTM) and CRFs.