For word-level tagging, we use a hierarchical bidirectional LSTM (BiLSTM) that incorporates both token-and character-level information (Plank et al., 2016), similar to the winning system (Samih et al., 2016) of the Second Code-Switching Shared Task (Molina et al., 2016).
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