We also want to emphasize that an exhaustive evaluation of the performance of these models on translation tasks would result in a combinatoric explosion of models where chunking and splitting could be applied at various stages in the training pipeline with different chunking and splitting strategies.
in order to realize a competitive SMT system using our bootstrapping technique, we would first need to understand the qualitative and quantitative effects of using different models and the respective chunking and splitting strategies.