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 4 各模块在 ICEWS18 数据集上的消融实验结果

Tab.4 Ablation experiment results of different modules on ICEWS18 dataset

模型 MRR Hits@1 Hits@3 Hits@10 Sta-HisNet-NON-EMB 0.479 4 0.421 2 0.506 3 0.573 5 Sta-HisNet-NON-STA 0.482 2 0.494 5 0.509 8 0.578 1 Sta-HisNet-NON-CONV 0.473 1 0.411 3 0.503 2 0.571 3 Sta-HisNet-NON-LSTM 0.463 9 0.402 1 0.498 6 0.574 2 Sta-HisNet-NON-PUN 0.458 9 0.396 5 0.483 8 0.559 2 Sta-HisNet 0.489 1 0.429 4 0.515 3 0.588 7