Thus the alignment model can be considered as an implicit part of the translation model.
separating the alignment model from the lexicon model has its own advantages: First of all, this leads to more flexibility in modeling and training: The models can not only be trained separately, but they can also have different model types, such as neural models, count-based models, etc.