In other words, the model tries to maximize: Since the correct hybrid tree associated with n-m pair is unknown, we marginalize over the hidden variable h. The model parameters will then be estimated using the Expectation-Maximization (EM) algorithm (Dempster et al., 1977).
one crucial fact is that many such news articles written in different languages are actually all discussing the same underlying story and therefore convey similar or identical semantic information.