The rapid increase in telecommunication fraud has led to substantial financial losses. A critical challenge in detecting such fraud based on call content lies in accurately modeling and interpreting the dual-role interactions between fraudsters and victims. often manifested in complex dialog structures. To address this issue. https://www.nacrack.com/amazing-offer-Grand-Love-Reposado-Tequila-Red-Glass-Heart-save-extra/