... parsing/tree-parsing and forest-based decoding. Moreover, several useful utilities were distributed with the toolkit, including a discriminative reordering model, a simple and fast language model, and an ... decade, and allows for training and decoding with several state-of-the-art models, including: the phrase-based model (Koehn et al., 2003), the hierarchical phrase-based model (Chiang, 2007), and ... standard phrase-based decoding, decoding as parsing, decoding as tree-parsing, and forest-based decoding. z It is easy-to-use and fast. A new system can be built using only a few commands....