While we showed some initial success, there are still areas for further experimentation with ChemPer. There are outstanding questions within ClusterGraph for how to overlay fragments and in Reducer for the best mechanism for making SMIRKS more general. Additionally, we need a mechanism for ordering clusters before feeding them into SMIRKSifier.