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We introduce the \emph{Generalized Latin Square Graph} of a finite semigroup . Since we record global factorization multiplicities and local alternative counts, we define three counting invariants . This gives that we have a simple degree formula We show that is regular exactly when is constant. We apply the framework to cancellative semigroups, bands, Brandt semigroups and null semigroups. For null semigroups, since we identify , we compute the spectrum and energy. A concise computational appendix lists the driver and representative outputs.

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