Before revision:  By incorporating a fully automated training process we have been able to train smooth, differentiable, and predictive potential functions on large scale crystal structures.
After revision:  By incorporating a fully automated training process we have been able to train smooth, differentiable, and predictive potential functions on large-scale crystal structures.