(2006) distribute the text-level scores from their SVM classifier with the corpus, so we simply work with those, after transforming them into probabilities via logistic regression (a standard technique called Platt scaling (Platt, 1999)).
let q u and q v be the probabilistic sentiment predictions for u and v on a given bill.