Relation ties, defined as the correlation and mutual exclusion between different relations, are critical for distant supervised relation extraction. Previous studies usually obtain this property by greedily learning local connections relations. However, they essentially limited because of failing to capture global topology structure ties may easily fall into a locally optimal solution. To addre...
