Retrieval-Augmented Reinforcement Learning with Dynamic Deliberation Control for Knowledge-Intensive Large Language Model Applications. JAAIR. 2026;5(1). Accessed June 11, 2026. https://www.jaair.org/index.php/home/article/view/38