It has been observed that word vectors trained using nonlinear models like Skip-Gram tend to encode semantic relationships between words as linear relationships between the word vectors (Mikolov et al., 2013b;Pennington et al., 2014;Levy and Goldberg, 2014).
analogies of the form "man:woman::king:?"