To test the efficacy of our conditional generation strategy, we sample points from both the constructed stable and unstable zones. Crystals that have the same stoichiometry as those in our test or train set are referred to as rediscovered. We run the produced structures via the SMACT filter described in reference to confirm that they follow the electronegativity balancing and charge neutrality rules of crystals. We eliminate any stoichiometries currently included in the OQMD database because the goal of this study is to create novel crystals not found in existing material databases and call this step as the OQMD filtration. Since the sites were rounded off before training, some crystals in the dataset lost their symmetry. As a result, we find an inherent lack of symmetry in some generated compounds. The symmetry finder in pymatgen was used to refine the structures to get the nearest symmetric compounds up to 1 angstrom and 30-degree angle changes. After this process of structure refining, any compounds with two atoms separated by less than 1 angstrom were discarded.