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MBZUAI
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Arabic LLMs can speak the language of finance, but they often fail to reason about it, especially when it comes to causality and generation.
LLMs may nail the Text-to-SQL execution accuracy, but SQLStructEval reveals they're often generating wildly different query structures for the same question, raising serious reliability concerns.
LLMs can achieve more consistent and reliable cross-jurisdictional financial reporting by acting as constrained verifiers within a structured, agentic workflow, rather than as free-form generators.
LLMs struggle to balance rational financial decisions with mimicking noisy user behavior, often overfitting to short-term market trends instead of aligning with long-term investment goals.
