Before revision:  Our Monte Carlo simulation illustrates the importance of robustifying the structural break test against the nonlinear serial correlation even when p is moderate.
After revision:  Our Monte Carlo simulation illustrates the importance of robustifying testing procedures against the high-order long-run variance even when p is moderate.