We also identify two general scenarios where the model has a difficulty in predicting relevant structures: (1) Molecules with large rings and (2) Molecules that have poor quality spectra. An example of the first case is illustrated in Figure . We believe this is because molecules with large rings are significantly under-represented in the dataset that was used to pre-train the decoder. Also, it is hard to generate a valid SMILES sequence for molecules with very large rings.