“…This led to a burgeoning of semantic network analyses in communication science (Corman, Kuhn, McPhee and Dooley, 2002;van Atteveldt, 2008;Nerghes, Hellsten and Groenewegen, 2015;Nerghes, Lee, Groenewegen and Hellsten, 2015), which already had the tradition of associating semantic networks with particular social groups (Danowski, 1982;Monge and Eisenberg, 1987;Rice and Danowski, 1993;Doerfel, 1998;Doerfel and Barnett, 1999). Simultaneously, rapid progress was made in the adjacent fields of cognitive science (Borge-Holthoefer and Arenas, 2010;Teixeira, Aguiar, Carvalho, Dantas, Cunha, Morais, Pereira and Miranda, 2010), linguistics (Steyvers and Tenenbaum, 2005), and computational social sciences (Taramasco, Cointet and Roth, 2010;Lerique and Roth, 2018). Researchers derived relations between words from various types of textual data and proposed natural language processing extensions, such as syntax-based approaches to enhancing word associations with information about parts of speech, grammatical relations between words, and ontologies (Corman, Kuhn, McPhee and Dooley, 2002;van Atteveldt, 2008;Sudhahar, Veltri and Cristianini, 2015;Evans and Aceves, 2016;Nivre, De Marneffe, Ginter, Goldberg, Hajic, Manning, McDonald, Petrov, Pyysalo and Silveira, 2016).…”