The Augmented Likelihood is defined as a linear combination between the Prior Likelihood and the scoring function, S, which returns a reward denoting the desirability of a given molecule and modulated by a hyperparameter sigma, σ (Equation ). The Prior Likelihood term acts to ensure the generated SMILES are syntactically valid, and has been shown to empirically enforce reasonable chemistry .