A simple way is to pool together all the sentences in C and use the maximum likelihood estimator, where c(w, s) is the count of w in s. One deficiency of this simple estimate is that we treat all the (extended) citation sentences equally.
there are at least two reasons why we want to assign unequal weights to different citation sentences: (1) A sentence closer to the citation label should contribute more than one far away.