|
| 数据集 |
YAGO43kET |
WN18RR |
FB15kET |
| 指标 |
MRR |
H_@1 |
H_@3 |
H_@10 |
MRR |
H_@1 |
H_@3 |
H_@10 |
MRR |
H_@1 |
H_@3 |
H_@10 |
|
| 方法 |
TransE |
0.21 |
12.63 |
23.24 |
38.93 |
0.14 |
8.14 |
13.27 |
19.56 |
0.45 |
31.51 |
51.45 |
73.93 |
| TransE-ET |
0.18 |
9.19 |
19.41 |
35.58 |
0.16 |
8.32 |
14.31 |
21.22 |
0.46 |
33.56 |
52.96 |
71.16 |
| TransR |
0.19 |
10.23 |
19.97 |
36.75 |
0.16 |
8.44 |
17.92 |
26.71 |
0.47 |
34.63 |
53.67 |
72.02 |
| 研讨会 |
0.23 |
13.73 |
26.28 |
42.18 |
0.18 |
9.12 |
18.21 |
27.13 |
0.50 |
38.51 |
55.33 |
72.93 |
| PTransE |
0.24 |
13.74 |
26.36 |
42.33 |
0.20 |
10.38 |
20.32 |
29.33 |
0.53 |
39.87 |
56.47 |
73.51 |
| ConnectE - (E2T + 0) |
0.25 |
13.66 |
26.38 |
44.60 |
0.21 |
11.71 |
23.31 |
30.74 |
0.57 |
45.82 |
62.60 |
80.01 |
| ConnectE (E2T +泰爱泰党) |
0.29 |
16.13 |
30.98 |
47.99 |
0.23 |
12.17 |
23.79 |
31.03 |
0.59 |
49.611 |
64.69 |
80.03 |
| TransC-GCN _AdaGrad |
0.29±.32 |
17.12±0。 |
31.33±. 21 |
48.72±.02点 |
0.23±. 21 |
13.76±. 01 |
28.35±点 |
33.07±。08 |
0.61±0。 |
49.47±.76 |
65.25±无误 |
81.02±.41点 |
| TransC-GCN _SGD |
0.29±点 |
17.06±。 |
30.95±36 |
48.98±15 |
0.24±.32 |
13.98±36 |
29.18±10 |
43.53±0。 |
0.61±.37点 |
49.53±.40 |
65.39±.68点 |
81.33±.32 |
|
|