Based on those results, we hypothesize that models trained on a restricted dataset of reactions sharing similar coupling partners would lead to equivalent predictive performances than models trained on the entire NiCOlit dataset. If true, this would give a precious guideline when gathering published reaction data in order to perform yield prediction.