Because MERT ignores the denominator in Equation 1, it is invariant with respect to the scale of the weight vector θ -the Moses implementation simply normalises the weight vector it finds by its 1 -norm.
when we use these weights in a true probabilistic model, the scaling factor affects the behaviour of the model since it determines how peaked or flat the distribution is.