基于嵌入特征和稀疏矩阵的实体对齐方法

冯超文,耿程晨,刘英莉

Entity alignment method based on embedding features and sparse matrices

Chaowen FENG,Chengchen GENG,Yingli LIU

表 3 所提实体对齐方法不同模块的消融实验结果

Tab.3 Ablation results of different modules in proposed entity alignment method

方法变体 DBP_ZH-EN DBP_JA-EN DBP_FR-EN Hits@1 Hits@10 MRR Hits@1 Hits@10 MRR Hits@1 Hits@10 MRR 完整模型 0.871 0.950 0.900 0.938 0.982 0.955 0.976 0.995 0.984 移除稀缺特征传播模块 0.836 0.932 0.878 0.902 0.971 0.930 0.942 0.985 0.962 移除关系嵌入模块 0.819 0.924 0.867 0.889 0.958 0.923 0.934 0.982 0.958 移除字符级嵌入模块 0.850 0.940 0.890 0.921 0.975 0.942 0.960 0.990 0.975 移除Sinkhorn 归一化模块 0.845 0.937 0.885 0.918 0.973 0.940 0.956 0.988 0.973 移除Hungarian算法模块 0.790 0.910 0.840 0.864 0.946 0.905 0.918 0.975 0.948