Comment by ALittleLight

This doesn't really seem like "Overfitting" as I understand the concept. This is more like training a model to do a specific task rather than a more general task. Overfitting would be if your model started to memorize the training data - which doesn't seem to be what they are talking about and doesn't seem like it would be very useful..