• our novel transformer model allows for the approximately exhaustive sampling by using beam search to identify all target molecules up to a user defined precedence (NLL) level for a given source molecule. This corresponds by construction to an approximately complete near-neighborhood chemical space of similar target molecules with a high precedence for a given source molecule;