We generated a small set of five MLMs with diverse atomic compositions and compared the atomic partial charges of selected atoms derived from EEQ and CEH-v2 with reference DFT charges at the ωB97M-V/def2-TZVPPD level. All molecules are of closed-shell character and carry a net charge ranging from -2 to 2. Fig. illustrates the distinct charges for each molecule and selected atom. Consistent with the previous analyses on randomly selected mostly organic molecules, the EEQ model overestimates the charges. However, it is noteworthy that the classical charge equilibration method successfully captures basic trends and the correct sign of the atomic partial charge. In the examined cases, CEH-v2 yields ab-Figure : "Mindless" molecules with atomic partial charges for selected atoms, generated with ωB97M-V/def2-TZVPPD ("DFT"), EEQ, and CEH-v2. The black element symbol indicates the atom for which the partial charge is examined. Molecular structures and atomic partial charges for all molecules are contained in the SI.