Even when high scores are obtained by the generated molecules, this might be achieved in a manner not expected by the practitioner. While, from an optimization perspective, the task can be considered solved if high scoring molecules are generated, the results might not be satisfying or useful. For example the generated molecules shown in Fig. have high scores but contain unstable or synthetically infeasible substructures.