See the supplementary material for detailed information on electric structures and crystal structures of monolayer MnSb2Se4 with different concentration Mn-Sb antisites, sliding ferroelectric polarization properties of bilayer MSS-1/2 and structural evolution during the sliding process of bilayer MSS-f.