We study the quadratic residue weight enumerators of the dual projective Reed-Solomon codes of dimensions and over the finite field . Our main results are formulas for the coefficients of the the quadratic residue weight enumerators for such codes. If and we fix and vary then our formulas for the coefficients of the dimension code involve only polynomials in and the trace of the th and th Hecke operators acting on spaces of cusp forms for the congruence groups , and . The main tool we use is the Eichler-Selberg trace formula, which gives along the way a variation of a theorem of Birch on the distribution of rational point counts for elliptic curves with prescribed -torsion over a fixed finite field.

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