Maria Kabtia

Grounding language models with deterministic verifiers for fraud detection

Abstract Financial fraud detection is complicated by severe class imbalance, temporal change, adversarial manipulation, and the need for evidence-grounded explanations. Although large language models can generate readable rationales, their claims may be unsupported when they are...