Before revision:  Moreover, the models are fully end-to-end and do not rely on any intermediate planning steps, delexicalization or copy mechanisms.
After revision:  Moreover, the models are fully end-to-end models that do not rely on any intermediate planning steps, delexicalization or copy mechanisms.