融合文本描述和层次类型的知识表示学习方法
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李松,舒世泰,郝晓红,郝忠孝
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Knowledge representation learning method integrating textual description and hierarchical type
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Song LI,Shi-tai SHU,Xiao-hong HAO,Zhong-xiao HAO
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| 表 3 在FB15K数据集上各类关系的Hits@10值 |
| Tab.3 Hits@10 values of various relationships on FB15K data set % |
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| 模型 | 预测左实体 | | 预测右实体 | | 1-1 | 1-N | N-1 | N-N | 1-1 | 1-N | N-1 | N-N | | SE | 35.6 | 62.6 | 17.2 | 37.5 | | 34.9 | 14.6 | 68.3 | 41.3 | | TransE | 43.7 | 65.7 | 18.2 | 47.2 | 43.7 | 19.7 | 66.7 | 50.0 | | TransH(bern) | 66.8 | 87.6 | 28.7 | 64.5 | 65.5 | 39.8 | 83.3 | 67.2 | | TransR(bern) | 78.8 | 89.2 | 34.1 | 69.2 | 79.2 | 37.4 | 90.4 | 72.1 | | TransD(bern) | 86.1 | 95.5 | 39.8 | 78.5 | 85.4 | 50.6 | 94.4 | 81.2 | | ETLKRL | 90.3 | 94.7 | 48.0 | 88.4 | 76.5 | 62.5 | 90.2 | 89.4 |
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