We generalize generating functions for hypergeometric orthogonal polynomials, namely Wilson, Laguerre, Jacobi, Gegenbauer, Chebyshev, and Legendre polynomials. These generalizations of generating functions are accomplished through series rearrangement using connection relations for these orthogonal polynomials.