Before revision:  The performance of these communication-heavy systems depends on the effective overlap of communication and computation. While the overlap challenge has been addressed in systems with simpler model representations, it remains an open problem in graph-based models .
After revision:  The performance of these communication-heavy systems depends on the computation time, communication time and the extent of overlap of computation and communication .