Different from other tasks, language model is incorporated under a log-linear framework in SMT.
for each source sentence f , we search for the final translation e * among all possible candidates under the following equation: P (e * |f ) = arg max e P r(e|f ) Under log-linear model, the posterior probability P r(e|f ) can be decomposed as: for others.