After replacing original bag-of-words contexts with dependencybased contexts, we can train dependency-based embeddings for all target words (Yih et al., 2014;Bordes et al., 2011;Bordes et al., 2013).
f w carries the basic word vectors for the utterances, which is illustrated as the left part of the matrix in figure 1(b).