Good point! Just train it with recordings that has no reverberation, and add it later.

It's quite difficult to have no reverberation, but not too bad at all to keep to a minimum. But reverb plus reverb equals reverb, so it's just a matter of finding one that sounds good.

It'd also be interesting to know if this technique could solve the "de-reverberation" problem.