By reversing the translation direction of X ⇒ Y , our method can be used to train another two translation models p(z|y) and p(x|z).
the four translation models (p(z|x), p(x|z), p(z|y) and p(y|z)) of the rare language Z can be optimized jointly with our proposed unified bidirectional EM algorithm.