Another early attempt (Tillmann and Zhang, 2006) used phrase pair and word features in a block SMT system trained using stochastic gradient descent for a convex loss function, but did not compare to MERT.
changing the weight drastically for a feature that is non-zero for only one out of a million sentences has very little effect on translation metrics.