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arXiv cs.AIPaper

LAVA: Logic-Aware Validation and Augmentation Framework for Large-Scale Financial Document Auditing

Financial document validation is a real, high-stakes use case where LLMs are already deployed but correctness is hard to guarantee. This paper's contribution is the integration: extraction, metadata enrichment, and symbolic verification in one auditable chain. If you're building compliance tools or risk engines, this is a reference implementation worth studying. For generalists, it's a domain win but not a technique shift.