@article{giorgi2019end, title={End-to-end Named Entity Recognition and Relation Extraction using Pre-trained Language Models}, author={Giorgi, John and Wang, Xindi and Sahar, Nicola and Shin, Won Young and Bader, Gary D and Wang, Bo}, journal={arXiv preprint arXiv:1912.13415}, year={2019} }