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We perform large-scale simulations of the two-dimensional long-range bond percolation model with algebraically decaying percolation probabilities , using both conventional ensemble and event-based ensemble methods for system sizes up to . We accurately determine the critical points, the universal values of several dimensionless quantities, and the corresponding critical exponents. Our results provide compelling evidence that the system undergoes a crossover from short-range to long-range universality at , in contradiction to Sak’s criterion. Notably, we observe a pronounced jump in the universal values and critical exponents at , a feature absent from previous studies.

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