We also compared the results to the number of near-neighbors that could be retrieved by searching PubChem with the same similarity cutoff and source compounds. On average two orders of magnitude fewer near-neighbour compounds compared to the number of near-neighbours generated with the transformer models were retrieved. This highlights that the near-neighborhood, even for therapeutic molecules in the TTD database, is relatively unexplored.