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We revisit the finite- coherent-state overlap integrals appearing in multi-matrix BPS correlators. For commuting coherent-state parameters, these integrals take the form . We show that is naturally the Laplace transform of the Haar-pushforward measure on the unistochastic set. Row and column stochasticity reduce the source variables from to . For , using the known Haar-induced measure on the unistochastic body, we obtain a compact three-dimensional Bessel-integral representation. For general finite , the same formulation gives an exact low-order moment expansion via Weingarten calculus and a direct Haar-pushforward sampling program.

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