By performing inference over the vector representations of the words, their model is encouraged to group words that are semantically similar, leading to more coherent topics.
the variational distributions for z, π, µ have the following parametric forms, where Dir denotes the Dirichlet distribution and ϕ, θ, ψ and λ are the parameters we need to optimize the ELBO.