P (F = E) >> P (F = E), proper names with low counts then are encouraged to link to proper names during training; and consequently, conditional probability mass would be more focused on correct name translations.
word alignment models trained with different constraints are compared to show their effects on the resulting phrase translation tables and the final translation performance.