Assuming that the index of m's parent is pa(m), we use transition probabilities π d ∼ Dir is the discourse assignment on pa(m).
to create a unified generation story, we place a pseudo message emitting no word before the root of each conversation tree and assign dummy discourse indexing D + 1 to it.