As a candidate may belong to multiple clusters, we obtain: Given that a word appears, we assume that it has the same probability to appear in a context as all other words in the same cluster.
: We can now rewrite the equation in (2) as: This equation splits our model into two parts: one models which clusters a word belongs to and the other models how appropriate a cluster is to the question contexts.