Please correct me if I'm wrong, neural Turing machines were a good step but because Transformers do everything in parallel and don't have to read a tape and the

Please correct me if I'm wrong, neural Turing machines were a good step but because Transformers do everything in parallel and don't have to read a tape and they more powerful but less efficient?