We investigate the topological entanglement entropy of quantum states arising in the context of three-dimensional Chern-Simons theory with compact gauge group and Chern-Simons level . We focus on the quantum states associated with the torus link complements, which is a -party pure quantum state, and analyze its large-party limit, i.e., limit. We show that the entanglement measures in this limit will receive contributions only from the Abelian anyons, and non-Abelian sectors are suppressed in the large-party limit. Consequently, the large-party limiting value of the entanglement entropy has an upper bound of , where is the order of the center of the group . As an explicit example, we perform quantitative analysis for the simplest case of the SU(2) group and torus link to obtain the large-party limit of the entanglement entropy. We further investigate the semiclassical () limit of the entropies after taking the large-party limit for this particular example.

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