Synthetic Legal Data Generation for Saudi Family Law Courts Using Multi-Role Simulation
This paper proposes a multi-role simulation framework using Large Language Models and Human-in-the-Loop validation to generate a high-quality, expert-verified synthetic dataset of Saudi Family Law divorce cases, effectively overcoming the scarcity of real judicial records caused by privacy constraints.