The complexity underlying real-world systems implies that standard statistical hypothesis testing methods may not be adequate for these peculiar applications. Specifically, we show the likelihood-ratio test's null-distribution needs to modified accommodate found in multi-edge network data. When working with independent observations, p-values of tests are approximated using a $\chi^2$ distributi...