时间感知组合的动态知识图谱补全

李忠良,陈麒,石琳,杨朝,邹先明

Dynamic knowledge graph completion of temporal aware combination

Zhongliang LI,Qi CHEN,Lin SHI,Chao YANG,Xianming ZOU

表 4 不同嵌入方法在ICEWS14、ICEWS05-15和GDELT的链接预测结果

Tab.4 Link prediction results of different embedding methods in ICEWS14 and ICEWS05-15 %

模型 ICEWS14 ICEWS05-15 GDELT MRR H@1 H@3 H@10 MRR H@1 H@3 H@10 MRR H@1 H@3 H@10 TransE[33] 28.0 9.4 — 63.7 29.4 9.0 — 66.3 11.3 0.0 15.8 31.2 DistMult[33] 43.9 32.3 — 67.2 45.6 33.7 — 69.1 19.6 11.7 20.8 34.8 SimplE[33] 45.8 34.1 51.6 68.7 47.8 35.9 53.9 70.8 20.6 12.4 22.0 36.6 TTransE[33] 25.5 7.4 — 60.1 27.1 8.4 — 61.6 11.5 0.0 16.0 31.8 HyTE[33] 29.7 10.8 41.6 65.5 31.6 11.6 44.5 68.1 11.8 0.0 16.5 32.6 TA-DistMult[33] 47.7 36.3 — 68.6 47.4 34.6 — 72.8 20.6 12.4 21.9 36.5 DE-TransE[33] 32.6 12.4 46.7 68.6 31.4 10.8 45.3 68.5 12.6 0.0 18.1 35.0 DE-DistMult[33] 50.1 39.2 56.9 70.8 48.4 36.6 54.6 71.8 21.3 13.0 22.8 37.6 DE-SimplE[33] 52.6 41.8 59.2 72.5 51.3 39.2 57.8 74.8 23.0 14.1 24.8 40.3 ATiSE[34] 55.0 43.6 62.9 75.0 51.9 37.8 60.6 79.4 — — — — TeRo[34] 56.2 46.8 62.1 73.2 58.6 46.9 66.8 79.5 — — — — RE-Net[27] 36.3 26.7 41.0 54.2 36.7 26.1 41.6 56.8 19.4 11.9 20.5 33.7 RE-GCN[27] 37.4 27.4 41.7 57.0 38.0 27.0 43.3 58.9 19.0 11.8 20.3 33.0 rGalT[27] 38.3 28.6 42.9 58.1 38.9 27.6 44.1 58.1 19.6 12.1 20.9 34.1 TNTComplEx[37] 56.0 46.0 61.0 74.0 60.0 50.0 65.0 78.0 22.4 14.4 23.9 38.1 TuckERT[37] 59.4 51.8 64.0 73.1 62.7 55.0 67.4 76.9 41.1 31.0 45.3 61.4 TuckERTNT[37] 60.4 52.1 65.5 75.3 63.8 55.9 68.6 78.3 38.1 28.3 41.8 57.6 TAC-TransE 23.3 15.2 38.0 62.7 26.3 17.5 42.0 66.4 9.8 3.7 12.0 28.3 TAC-DistMult 58.7 47.8 65.6 78.3 58.7 46.5 65.6 78.2 25.8 17.4 29.7 45.2 TAC-SimplE 62.5 48.8 74.1 89.4 64.5 52.8 76.9 92.2 52.5 35.7 63.3 79.8