Word w's embedding vectors are denoted as V w ∈ R d×N w .
then the conditional probability is described as where ς (x) = 1/(1 + exp(−x)) is the sigmoid function, and U w O ,t specifies the d-dimensional parameter vector associated with the t-th node in the path from the root to the leaf node w O .