If we assume that a set of answer candidates is provided to our model by some means (e.g., words comprising documents extracted by an information retrieval engine), we wish to compute the value P (in(w, Γ Q )|w).
the appropriateness of a candidate answer w is proportional to the probability that it will occur in the question contexts Γ Q extracted from the question.