Milne and Witten's work is most related to what we propose here in that we also employ features similar to their relatedness and commonness features.
we add to this a much richer set of features which are extracted from Web-scale data sources beyond Wikipedia, and we develop a machine learning approach to automatically blend our features using completely automatically generated training data.