HalluTruthQA provides 2,400 expert-annotated Arabic QA examples with character-level hallucination spans, explanations, and verification candidates, and shows no single LLM excels at all four evaluation tasks.
Assessing Large Language Models on Islamic Legal Reasoning: Evidence from Inheritance Law Evaluation
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HalluTruthQA: A Fine-Grained Benchmark for Hallucination Detection, Localization, and Explanation in Arabic Question Answering
HalluTruthQA provides 2,400 expert-annotated Arabic QA examples with character-level hallucination spans, explanations, and verification candidates, and shows no single LLM excels at all four evaluation tasks.