Third, models designed for reasoning, such as o1-preview and o1-mini, demonstrated improved accuracy. However, this increase in accuracy did not translate to higher consistency between SMILES and IUPAC representations. This observation suggests that accuracy and consistency are orthogonal metrics, with improvements in one not necessarily leading to improvements in the other. This orthogonality is further explored in the discussion.