We used a beam width (k) of 50 and defined the maximum SMILES strings length (l) as 140 tokens. We considered in the ranking molecules sampled from epoch 5 to epoch 16 of fine-tuning; the first epochs were not used to ensure the model was sufficiently biased toward the fine-tuning set.