We study the critical behavior of the component sizes for the configuration model when the tail of the degree distribution of a randomly chosen vertex is a regularly-varying function with exponent τ − 1, where τ ∈ (3,4). The component sizes are shown to be of the order n(τ−2)/(τ−1)L(n)−1 for some slowly-varying function L(·). We show that the re-scaled ordered component sizes converge in distribution to the ordered excursions of a thinned Lévy process. This proves that the scaling limits for the component sizes for these heavy-tailed configuration models are in a different universality class compared to the Erdos-Rényi random graphs. Also the joint re-scaled vector of ordered component sizes and their surplus edges is shown to have a distri...