I. Introduction
Information extraction is a vital topic in natural language processing. It is traditionally desirable to extract relation triples as part of the information extraction process. The process, formally called relation extraction (RE), seeks to classify the relation between two named entities and output a triple containing the two entities and their relation. These triples form the base elements for constructing knowledge bases of information that can be used for information retrieval, Q&A, and more.