As financial institutions increasingly deploy voice-activated technologies, malicious actors are rapidly leveraging these platforms for fraudulent purposes. Voice fraud, dubbed voice phishing or spoofing, commits the manipulation with voice interactions to con individuals into revealing sensitive data. This growing threat poses a significant challe