Fahd A. Alhathloul and Noha A. AlOwedi, “Toward a Culturally Embedded Arabic LLM: Localizing Linguistic AI for the Arab World ”, IJLLT, vol. 9, no. 9, pp. 59–69, Sep. 2026, doi: 10.32996/ijllt.2026.9.9.6.