One obvious strategy is to use a linear combination of separate language and translation components, of the form: where p(w[hi) is a language model, p(wli , s) is a translation model, and A E [0, 1] is a combining weight.
this appears to be a weak technique (Langlais and Foster, 2000), even when A is allowed to depend on various features of the context (hi, s).