- In “Sacred or Synthetic? Evaluating LLM Reliability and Abstention for Religious Questions” (arXiv), Farah Atif (Mohamed Bin Zayed University of AI) and others “introduce a novel benchmark FiqhQA focused on the LLM generated Islamic rulings explicitly categorized by the four major Sunni schools of thought, in both Arabic and English. Unlike prior work, which either overlooks the distinctions between religious school of thought or fails to evaluate abstention behavior, we assess LLMs not only on their accuracy but also on their ability to recognize when not to answer.”