Before revision:  Then, we compare their empirical properties using benchmark datasets with other estimators, such as an estimator with cross-fitting .
After revision:  While a similar phenomenon is also known for estimators with i.i.d. samples, we hypothesize that traditional explanations based on asymptotic efficiency cannot elucidate our case with dependent samples. We confirm this hypothesis through simulation studies .