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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.
