Research6h ago
New Framework Reduces LLM Hallucinations in AML
A new arXiv paper proposes an evidence-constrained framework to triage anti-money laundering alerts. The system combines retrieval-augmented evidence bundling with structured output contracts to prevent hallucinations in regulated workflows. By enforcing counterfactual checks, the method ensures rationales remain faithful to underlying data. This provides a blueprint for deploying LLMs in high-audit financial environments.