Neural methods for structure prediction have been used extensively in other areas of NLP, and we leverage these methods here.
we use a neural encoder-decoder architecture with beam search decoding, representative of several current state-of-the-art systems (Bahdanau et al., 2014;Wiseman and Rush, 2016;Vinyals et al., 2015).