Its main advantage is that all the dependency relations of a target word, extracted from different sentences, are incident edges to its corresponding node in the graph.
words that never co-occur in the same context in corpus, are linked in the graph through bridging words: words that appear in a dependency relation with each member of the pair but in different sentences.