To test this hypothesis, we trained the models on NiCOlit restricted to a given category of coupling partner (e.g. all reactions with a boron-based coupling partner) or substrate, and compared the results with those obtained with a model trained on the full dataset. Indeed, for most of the coupling partners or substrates, the model trained on the restricted dataset performs as well as the model trained on the full data (Table ).