If the verb is negated (the left sibling of the I Will subtree spans exactly the word not), we add the postfix NOT to the verb feature, for example verb=quit NOT.
we follow the pairwise approach to ranking (Herbrich et al., 1999;Cao et al., 2007) that reduces ranking to a binary classification problem.