FinGround: Detecting and Grounding Financial Hallucinations via Atomic Claim Verification

Dongxin Guo, Jikun Wu, Siu Ming Yiu

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