sentence1: in this paper , we propose a translation-based approach for kg representation learning that leverages two different types of external , multimodal representations : linguistic representations created by analyzing the usage patterns of kg entities .
sentence2: in this paper , we propose a multimodal translation-based approach that defines the energy of a kg triple as the sum of sub-energy functions that leverage both multimodal ( visual and linguistic ) and structural kg representations .