Textual relation (Bunescu and Mooney, 2005) , defined as the shortest path between two entities in the dependency parse tree of a sentence, has been widely shown to be the main bearer of relational information in text and proved effective in relation extraction tasks (Xu et al., 2015;<cite> Su et al., 2018)</cite> .