 Wald and likelihood-ratio asymptotic equivalence

In a regular scalar model under the null, Taylor expansion about the MLE givesA uniform law of large numbers for the observed information makes
$-{\ell }_n^{\prime \prime }(\tilde{\theta })/n$ and the Fisher information used in the Wald statistic converge to the same positive limit. Their ratio therefore converges in probability to one.