Linguistic Features in RNNs: In addition to the neural features, we also explore the contribution of simple linguistic features in our RNN models using the architecture described in Section 3.6.
we encode four POS tag classes (noun, adjective, verb, adverb) and BIO-tagged chunk information (NP, VP, PP, ADJP, ADVP) as binary features.