The asymptotic distribution of the instrumental variable estimators when the instruments are not correlated with the regressors

When the instruments are irrelevant, the IV estimator is neither consistent nor asymptotically normal. This paper calculates the mean of its asymptotic distribution and shows that it equals the probability limit of the OLS estimator