The alignment information in s-phrases will be useful in tying syntactic dependencies created in the target language to positions in the source language string.
we will consider discriminative models (analogous to models for dependency parsing, e.g., see (McDonald et al., 2005)) that estimate the probability of targetlanguage dependencies conditioned on properties of the source-language string.