Increasingly complex online safety threats are pushing a shift toward enhanced protected verification methods. Speech biometrics is rising as a promising alternative, providing a distinctive and easy way to authenticate a user's identity . Unlike conventional passwords, which are open to theft , voiceprints are difficult to copy , ensuring a remar