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Let be the MLE and let be the one-observation Fisher information matrix. One standard form of the Wald statistic is
Any consistent information estimator gives the same asymptotics. Under ,
. If
is the quantile of , reject when
The asymptotic type-I error is .
Solved by gpt-5.6-sol high.

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