To introduce agreement-based objective, we use the graph from Figure 2 that defines translation tasks between 4 languages (En, Es, Fr, Ru).
consider the composite likelihood objective (3) for a pair of En − Fr sentences, (x En , x Fr ): where we introduced latent translations into Spanish (Es) and Russian (Ru) and marginalized them out (by virtually summing over all sequences in the corresponding languages).