Voice fraud represents a major risk to the security of monetary systems . Increasingly advanced criminals are exploiting voice recognition technology to mimic legitimate users, allowing them to conduct fraudulent transactions . This emerging technique bypasses traditional security measures, potentially leading to substantial financial damages for b