Probabilistically, the task is to predict the distribution p(M P |{M E i } N i=1 ). While experimental evaluation in a wet lab requires expert chemists and is a time intense task, reaction outcome prediction can help as a tool to evaluate the quality of a predicted retrosynthetic route (i.e,. the probability that the reaction predicted by the single-step retrosynthesis model leads to the desired product) .