The rule-based approach of Section 2.2 is applicable on the reactions with missing compounds among either the reactants or the products, with the stipulation that the carbon must be balanced. This method yields a good success rate ranging from 89.60% to 99.69% on our five benchmarking sets. It reaches a rather remarkable accuracy level of up to 99.91% on the successful instances. These results are summarized in Fig. below.