FAITH in Numbers: Stress-Testing LLMs Against Financial Hallucinations
TL;DR for operators FAITH is useful because it changes the hallucination question from “Does the model sound right?” to “Can the model reconstruct a known financial number from the exact tables and surrounding text that justify it?”1 That sounds modest. It is not. In finance, modest is usually where the damage hides. ...