Before revision:  Our work relaxes the static assumptions of these representations to tackle the incremental knowledge graph embedding problem by leveraging  principles of a range of continual learning methods.
After revision:  Our work relaxes this limiting assumption of existing representations and tackles the incremental knowledge graph embedding problem by leveraging principles of a range of continual learning methods.