This approach is not tailormade for metaphors; it is the same procedure to that used in other sequence tagging tasks, such as Part-of-Speech (PoS) tagging (Plank et al., 2016) and Named Entity Recognition (NER) (Lample et al., 2016).
we have available linguistic theories of metaphor identification, which have not yet been exploited with Deep Neural Network (DNN) models.