Based on large-scale density matrix renormalization group techniques, we investigate the critical behaviors of quantum three-state Potts chains with long-range interactions. Using fidelity susceptibility as an indicator, we obtain a complete phase diagram of the system. The results show that as the long-range interaction power increases, the critical points shift towards lower values. In addition, the critical threshold ) of the long-range interaction power is obtained for the first time by a non-perturbative numerical method. This indicates that the critical behavior of the system can be naturally divided into two distinct universality classes, namely the long-range () and short-range () universality classes, qualitatively consistent with the classical effective field theory. This work provides a useful reference for further research on phase transitions in quantum spin chains with long-range interaction.

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