Before revision:  Existing multimodal neural machine translation  (MNMT) methods achieve knowledge transfer by enforcing one encoder to learn shared representation across textual and visual modalities.
After revision:  Existing multimodal neural machine translation methods (MNMT) methods achieve knowledge transfer by enforcing one encoder to learn shared representation across textual and visual modalities.