Before revision:  Our method is based on the principle of parsimony and does not reconstruct higher-order structures when there is scant statistical evidence . We demonstrate that our approach successfully uncovers higher-order interactions in synthetic and empirical network data .
After revision:  Our method is based on the principle of parsimony and does not reconstruct higher-order structures when there is sufficient statistical evidence for them .