The choice of the underlying element embedding used to make the CBFV does impact the performance of the property prediction task of interest. Depending on the size of the training data, CBFVs which lack domain knowledge (such as random representations or one-hot encoded atomic representations) can perform comparatively to CBFVs built from element properties .