Finally, the instruction-tuned model, Llasmol Mistral , achieved significantly higher accuracy with SMILES inputs, reflecting the impact of its SMILES-specific training. However, this tuning did not enhance accuracy with IUPAC inputs, indicating a lack of generalization between the two representations. This result highlights a key limitation of current LLMs-they fail to develop an intrinsic understanding of the chemical equivalence between different molecular representations.