The SMILES strings of each molecule in the data sets were pre-processed and standardized to remove salts, correct the protonation states at biological pH, convert them to canonical tautomers, and apply additional adjustments. Additional details on the pre-processing steps are provided in the Supporting Information. After removing duplicates from the standardized SMILES, the final data set sizes used for the benchmark study are listed in Table .