Information sources of word semantics methods

Abstract

This paper studies quality and orthogonality of information sources used in methods for computing word semantics. The quality of the methods is measured on several hand-crafted comparison datasets. The orthogonality is estimated by measuring the performance increase when two information sources are linearly interpolated using optimal interpolation parameters. The experiment conclusions reveal both expected and contradictory results and offer a deeper insight into the information sources of particular methods.