结合静态事实和重复历史事实的动态知识图谱推理方法

林栋,李永强,仇翔,冯远静,谢碧峰

Dynamic knowledge graph inference method combining static facts and repeated historical facts

Dong LIN,Yong-qiang LI,Xiang QIU,Yuan-jing FENG,Bi-feng XIE

表 2 不同模型在ICEWS18数据集上的实体预测结果

Tab.2 Entity prediction results of different models on ICEWS18 dataset

模型 MRR Hits@1 Hits@3 Hits@10 ConvE 0.366 7 0.285 1 0.398 0 0.506 9 RE-NET 0.429 3 0.361 9 0.454 7 0.558 0 RE-GCN 0.463 1 0.391 2 0.497 3 0.569 3 CyGNET 0.466 9 0.405 8 0.498 2 0.571 4 CEN 0.472 6 0.418 6 0.506 1 0.579 1 Sta-HisNet 0.489 1 0.429 4 0.515 3 0.588 7