γ represents the solvent reorganization energy, and the corresponding exponential function form of γ comes from the high temperature approximation of solvent mode. The analytical expressions for the FC-and HT-like components in the rates, and the detailed derivation of the exponential expression of γ has been given in section S1 and S2 of SI.