Multiple Relations Our approach to relation extraction is different from <cite>Miwa and Bansal (2016)</cite> . <cite>Miwa and Bansal (2016)</cite> present each pair of entities to their model for relation classification. In our approach, we use pointer networks to identify the related entities.