Negative training can be derived from Empirical Bayes Risk Minimization (Och, 2003).
the overall objective is to minimize the expected risk that the model exhibits undesirable decoding behavior: where c(x, y) refers to the binary criteria that will be 1 if (x, y) exhibits undesirable behavior, and 0 otherwise.