Our assessment of the methods is based on the analysis of various time-dependent electronic and nuclear properties, namely electronic diabatic and adiabatic populations, positions and momenta along specific vibrational modes, trajectory-and state-averaged as well as statespecific, and nuclear kinetic energy. This analysis provides a clear and comprehensive picture of the dynamics and of the performance of the methods.