Before revision:  We are able to compute the partition function, MAP hierarchical clustering , and marginal probabilities of sub-hierarchies and clusters.
After revision:  We are able to compute the partition function, maximum likelihood hierarchy , and marginal probabilities of sub-hierarchies and clusters.