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 5 各模块在 GDELT 数据集上的消融实验结果

Tab.5 Ablation experiment results of different modules on GDELT dataset

模型 MRR Hits@1 Hits@3 Hits@10 Sta-HisNet-NON-EMB 0.526 3 0.471 0 0.555 2 0.611 2 Sta-HisNet-NON-STA 0.518 6 0.463 6 0.546 9 0.603 9 Sta-HisNet-NON-CONV 0.523 2 0.469 1 0.556 6 0.610 5 Sta-HisNet-NON-LSTM 0.514 5 0.459 8 0.546 3 0.601 2 Sta-HisNet-NON-PUN 0.509 2 0.445 3 0.536 9 0.589 9 Sta-HisNet 0.530 5 0.475 5 0.560 1 0.616 5