On the Privacy of LLMs: An Ablation Study. - Karima Makhlouf; Lamiaa Basyoni; Syed Khaderi; Gabriel Marquez; Peter Sotomango; Mahmoud Awawdah; Sami Zhioua (CoRR, 2026)