Growing advanced online safety risks are prompting a change toward enhanced safe verification methods. Speech biometrics is emerging as a promising answer , offering a distinctive and easy way to confirm a user's identity . Unlike traditional passwords, which are vulnerable to phishing , voiceprints are difficult to replicate , creating a highly s