Before revision:  We validate the models on loss reserving data across lines of business, and show that they attain or exceed the predictive accuracy of existing stochastic methods.
After revision:  We validate the models on loss reserving data across lines of business, and show that they improve on the predictive accuracy of existing stochastic methods.