Before revision:  It self-aligns the representation space of biomedical entities with a metric learning objective function leveraging UMLS, a  collection of biomedical ontologies with > 4M concepts.
After revision:  It self-aligns the representation space of biomedical entities . We design a scalable metric learning framework that can leverage UMLS, a collection of biomedical ontologies with > 4M concepts.