In Sec. II, we briefly describe the XF framework and the relevant nonadiabatic dynamics methods based on XF. The new density reconstruction and sign correction approaches are discussed in Sec. III. Numerical results of the one-dimensional twolevel models are presented in Sec. IV. Finally, we give the conclusions and discuss about the consistency problem in nonadiabatic dynamics in Sec. V.