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The shared task is a shared task for evaluating hallucination detection and factual verification in Arabic question answering under challenging generalization settings, based on two Arabic datasets: HalluScore and HalluTruthQA.
This work builds a retrieval test collection for Arabic fiqh and uses it to evaluate dense, lexical, hybrid, fine-tuned, and madhhab-aware retrieval strategies, and presents an error analysis showing that the main challenge is distinguishing answer-bearing passages from topically similar passages that do not contain th...
HalluTruthQA-4K provides a reusable resource for hallucination detection, span-level error localization, explanation generation, factual verification, and the broader evaluation of factual reliability in Arabic language models.
Large language models (LLMs) can generate fluent Arabic answers, yet factual errors remain difficult to detect, localize, explain, and verify. Existing hallucination benchmarks often provide response-level labels, with limited support for identifying the exact erroneous content, explaining why it is incorrect, or selec...
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