To overcome limitations resulting from over-emphasizing the surrogate-modelled component, we instead propose using the MPO score for acquisition. Instead of performing AL acquisition with respect to the predicted values of the oracle, we acquire based on the predicted distribution of MPO scores, thereby incorporating the other scoring. For example, using a greedy acquisition function we would select compounds to acquire that maximize the expected MPO score, instead of the oracle score.