4 papers
What Makes a Good Fiqh Retriever? Answer Retrieval for Arabic Islamic Jurisprudence
Somaya Eltanbouly, Heba Sbahi, Samer Rashwani +4
Retrieval-Augmented Generation is used for Islamic question answering, but most systems are evaluated end-to-end, making retrieval failures difficult to isolate from generation fai…
IslamicTurathBench: A Multi-Task, Multi-Discipline Benchmark for Evaluating Large Language Models on the Islamic Scholarly Tradition (turath)
Shahd Gaben, Heba Sbahi, Samer Rashwani +5
Large language models (LLMs) are increasingly used for question answering, education, and research, including in religious and cultural domains where answers depend on specialised…
HalluTruthQA: A Fine-Grained Benchmark for Hallucination Detection, Localization, and Explanation in Arabic Question Answering
Abdessalam Bouchekif, Mohammed-En-Nadhir Zighem, Salah Eddine Bekhouche +9
Large language models (LLMs) can generate fluent Arabic answers, yet factual errors remain difficult to detect, localize, explain, and verify. Existing hallucination benchmarks oft…
QIAS 2026: Overview of the Shared Task on Islamic Inheritance Reasoning
Abdessalam Bouchekif, Somaya Eltanbouly, Samer Rashwani +5
This paper presents a comprehensive overview of the QIAS 2026 shared task, organized as part of the OSACT7 Workshop and co-located with LREC 2026. The shared task was designed to e…