We define the annealed risk as the expected loss of that decoder: As T → 0 ("annealing"), the decoder almost always chooses the MBR parse, 7 so our risk approaches the loss of the actual MBR decoder that will be used at test time.
as a function of θ, it remains differentiable (though not convex) for any T > 0.