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This paper presents a framework for Arabic financial sentiment analysis using LLMs, tailored for the Saudi market, integrating news and social media data to capture investor sentiment.
Introduces HalluScore, a structured Arabic QA benchmark for evaluating hallucination in LLMs across reasoning difficulty, knowledge domains, and cultural contexts. Contains 827 questions with verified evidence and annotations, tested on 17 LLMs.