I don't know Facebook's specifics, but typically in research they will train a wide variety of examples, e.g. English -> French French -> English English -> Ge

I don't know Facebook's specifics, but typically in research they will train a wide variety of examples, e.g. English -> French French -> English English -> German French -> German