However, the fact that the MLP model surpasses 90% accuracy in all the cases, is within 1% of Chemprop accuracy in two instances, and even surpasses Chemprop in one case illustrates that predicting relative stability is a reasonably simple learning problem. The learning curves for all models across all the split types are present in section 4 of the SI.