While it is reasonable to assume that even better models could be achieved by careful optimization of the hyperparameters, the current work confirms that model quality and recall are good when utilizing the default Chemprop settings. Thus, default hyperparameters represent a suitable choice to harness the time-saving potential of ML-boosted docking with HASTEN.