Explainable AML Triage with LLMs: Evidence Retrieval and Counterfactual Checks

This paper proposes an explainable AML triage framework utilizing LLMs to address the challenges of unconstrained generation risks like hallucinations. It integrates retrieval-augmented evidence bundling, structured LLM outputs with explicit citations, and counterfactual checks for auditable decision-making.