The most straightforward strategy to perform model selection for the task of response-based learning for SMT is to rely on parsing evaluation scores that are standardly reported in the literature.
statistical significance is measured using an Approximate Randomization test (Noreen, 1989;Riezler and Maxwell, 2005).