There have been efforts undertaken to apply the grammar engine technique instead (Byamugisha et al., 2016a;<cite> Byamugisha et al., 2016b</cite>; Byamugisha et al., 2016c) , which resulted in theoretical advances in verbalization rules for ontologies, pluralization of nouns, and verb conjugation that address the text generation needs for Runyankore.