融合文本描述和层次类型的知识表示学习方法

李松,舒世泰,郝晓红,郝忠孝

Knowledge representation learning method integrating textual description and hierarchical type

Song LI,Shi-tai SHU,Xiao-hong HAO,Zhong-xiao HAO

表 2 在WN18和FB15K数据集上不同模型实体预测的评估结果

Tab.2 Evaluation results of different model entity predictions on WN18 and FB15K data sets

模型 WN18 FB15K MeanRank Hits@10/% MeanRank Hits@10/% Raw Filter Raw Filter Raw Filter Raw Filter TransE 263 251 75.4 89.2 243 125 34.9 47.1 TransH 318 303 75.4 86.5 210 81 41.6 59.0 TransR 238 225 79.8 92.0 198 77 48.2 68.7 TransD 224 212 79.6 92.2 194 91 53.4 77.3 DistMult 902 − 93.6 − 97 − 82.4 − ConvE 504 − 95.5 − 64 − 87.3 − DKRL − − − − 200 113 44.3 57.6 TKRL − − − − 202 87 50.3 73.4 ETLKRL 213 187 94.7 95.7 52 44 85.7 87.4