An advantage of this task is that, for a given distribution P (t|s), we can easily write a decoder which exhaustively searches the entire solution space for the best answer (provided that there are not too many blanks and that P (t|s) is sufficiently "local" with respect to t).
we can be sure that it is the probability model, and not the decoder, which is determining the quality of the output.