We show that the Meixner, Pollaczek, Meixner-Pollaczek, the continuous
q-ultraspherical polynomials and Al-Salam-Chihara polynomials, in cer
tain normalization, are moments of probability measures. We use this f
act to derive bilinear rind multilinear generating functions for some
of these polynomials. We also comment on the corresponding formulas fo
r the Charlier, Hermite and Laguerre polynomials.