Major efforts have been made to reduce or even avoid first-principle calculations, which contribute most to the computational cost of TS localization. Among physics-based approaches, KinBot and RMG are two representative approaches that use coded reaction families to generate initial predictions of the transition state and predict the activation energies, respectively.