Structure-semantics interplay in complex networks and its effects on the predictability of similarity in texts

► We have developed similarity metrics based on topological features of complex networks. ► The combination of semantic and topology provides a better characterization of texts. ► The topological Katz similarity can predict some semantical textual features.