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In this paper, we discover a secondary term in the asymptotic formula for the mean value of Hecke–Maass special -values with the average over in an orthonormal basis of (even or odd) Hecke–Maass cusp forms of Laplace eigenvalue (). To be explicit, we prove for any , where are the harmonic weights. This provides a new instance of (large) secondary terms in the moments of -functions – it was known previously only for the smoothed cubic moment of quadratic Dirichlet -functions. The proof relies on an explicit formula for the smoothed mean value of .

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