To achieve the above goal,we employ a graph-based semi-supervised learning framework, which learns lexicons not only used the alignments between Freebase and text, but also the semantic relatedness between phrases in the text side.
we use the abundant lexical resources for high coverage lexicon learning ( Figure 2 shows the difference).