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FinGround: Detecting and Grounding Financial Hallucinations via Atomic Claim Verification

Financial AI systems must produce answers grounded in specific regulatory filings, yet current LLMs fabricate metrics, invent citations, and miscalculate derived quantities. These errors carry direct …

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