Shahd Gaben

Madhhab-aware filtering can more than double retrieval accuracy for school-specific fiqh questions, revealing a crucial dimension in Islamic jurisprudence retrieval.

No single Arabic LLM can master hallucination detection, localization, and explanation, revealing critical gaps in current models' capabilities.

LLMs still struggle with complex legal reasoning, as evidenced by their difficulty in solving Islamic inheritance cases, even with a new dataset designed to support step-by-step reasoning.