When inspecting the predicted charges according to the element types, we found that PiNet2dipole shows a fine-resolution distribution of sp3 carbon which can not be resolved by PiNetdipole, as shown in Fig. . Taking a molecule from the QM9 dataset as an example (Fig. ), it is clear that these resolved peaks by PiNet2dipole correspond to different chemical environments for sp3 carbons.