Before revision:  Our empirical investigation reveals the challenges of existing graph methods in handling large-scale graphs and predicting out-of-distribution data.
After revision:  Our empirical investigation reveals the challenges of existing graph methods in handling large-scale graphs and out-of-distribution data.