1 Whereas the sequence-based models are tractable and easily implemented, the more accurate fertility-based models are intractable and thus require approximation methods which are difficult to implement.
many practitioners use the complex GIZA++ software package (Och and Ney, 2003) as a black box, selecting model 4 as a good compromise between alignment quality and efficiency.