Joint extraction of entities and overlapping relations using source-target entity labeling

•Joint extraction model of entities and overlapping relations is proposed.•Source-target BERT, based on pre-trained model, is used to assign entity labels.•OREM, a three-step model to extract the unlimited number of overlapping relations.•Proposed model on two public datasets exhibits greater effectiveness.