Role-Aware Neural Convex Divergence Heads for Asymmetric Representation Learning

He Huang, Lu Shen, Yunfeng Huang +1

Many representation learning problems involve directed relations, such as lexical entailment, sentence entailment, ontology hierarchy, and citation links. Standard Euclidean, cosin…