Aldosari, N., Hussain, F. and Tawfik, M. 2026. Hybrid QLoRA-RAG Architecture for Saudi End-of-Service Benefits Calculation: Synthetic Data Generation and Uncertainty Quantification for Legal Reasoning. Statistics, Optimization & Information Computing. (Mar. 2026). DOI:https://doi.org/10.19139/soic-2310-5070-3444.