Knowledge Graph Reasoning on NELL995 (test)
0.438HITS@3 (2i)BQE
Evaluation Results
| Method | Links | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| BQE2021.10 | 0.438 | 0.711 | 0.156 | 0.132 | 0.54 | 0.153 | 0.25 | 0.091 | 0.16 | 0.292 | — | — | — | — | — | — | |
| CQD2021.10 | 0.41 | 0.667 | 0.35 | 0.288 | 0.529 | 0.531 | 0.171 | 0.156 | 0.277 | 0.375 | — | — | — | — | — | — | |
| ConEembedding dimension (d)=8002021.10 | 0.4 | — | — | — | 0.508 | 0.153 | — | — | — | 0.272 | 0.531 | 0.161 | 0.139 | 0.263 | 0.175 | 0.113 | |
| BETAEembedding dimension (d)=4002021.10 | 0.376 | — | — | — | 0.475 | 0.122 | — | — | — | 0.246 | 0.53 | 0.13 | 0.114 | 0.241 | 0.143 | 0.085 | |
| PERM2021.10 | 0.352 | 0.581 | 0.286 | 0.243 | 0.508 | 0.46 | 0.143 | 0.2 | 0.195 | 0.328 | — | — | — | — | — | — | |
| Q2Bembedding dimension (d)=16002021.10 | 0.347 | — | — | — | 0.458 | 0.12 | — | — | — | 0.236 | 0.427 | 0.145 | 0.117 | 0.232 | 0.174 | 0.107 | |
| Q2B2021.10 | 0.343 | 0.555 | 0.266 | 0.233 | 0.48 | 0.369 | 0.132 | 0.163 | 0.212 | 0.306 | — | — | — | — | — | — | |
| GQE2021.10 | 0.318 | 0.417 | 0.231 | 0.203 | 0.454 | 0.2 | 0.081 | 0.139 | 0.188 | 0.248 | — | — | — | — | — | — | |
| GQEembedding dimension (d)=16002021.10 | 0.273 | — | — | — | 0.351 | 0.085 | — | — | — | 0.187 | 0.331 | 0.121 | 0.099 | 0.185 | 0.145 | 0.09 |