Explainable Multi-Agent LLM Framework for Phishing Email Detection via Role-Specialized Evidence Decomposition

Phishing email remains a persistent and operationally critical cybersecurity threat, yet existing detection approaches, including traditional machine learning and single-pass large language model systems, either lack native interpretability or provide explanations that are difficult to standardize a