taxonomy of Wikipedia and the ontologies of Wikidata, with a specific focus on enhancing management and retrieval with a gender …-related articles using the Catalan Wikipedian category scheme, identifying limitations. Additionally, a novel assessment of Wikidata … advantages and enhancements. Findings This study evaluates Wikipedia’s taxonomy and Wikidata’s ontologies, establishing …