The choice of SELFIES representation over SMILES was motivated by its inherent chemical validity guarantees. SELFIES' self-referencing nature ensures that even if the model makes prediction errors, the resulting molecule will still be chemically valid. In contrast, SMILES' less constrained syntax can lead to invalid predictions when used with machine learning models.