More formally, we can cast the problem as minimizing the expectation of (•), or risk minimization:ŵ Here, Pr(F, E) is the true joint distribution over all sets of input and output sentences that we are likely to be required to translate.
in reality we will not know the true distribution over all sets of sentences a user may ask us to translate.