In this way, we can use only a small portion of labeled data to predict the remaining unlabeled data effectively (Zhou et al., 2003).
w s (i, j) indicates the frequency that word w i and w j cooccur in s within the window H. In this way, we can capture the lexical patterns of s in w s .