There is in general no known analytic form for the density of PY(d, θ, G 0 ) when the vocabulary is finite.
this need not deter us as we will instead work with the distribution over sequences of words induced by the Pitman-Yor process, which has a nice tractable form and is sufficient for our purpose of language modelling.