Knowledge Graph Completion on CN-100K
0.569MRRBERT-ResNet + KD and RE
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| BERT-ResNet + KD and REbackbone=BERT-base, knowledge-distillation=true, ranking-ensemble=true2021.06 | 0.569 | 169 | 0.452 | 0.647 | 0.769 | |
| BERT-ResNet + Ranking Ensemblebackbone=BERT-base, ranking-ensemble=true2021.06 | 0.555 | 169 | 0.438 | 0.623 | 0.769 | |
| BERT-ResNetbackbone=BERT-base2021.06 | 0.55 | 169 | 0.426 | 0.628 | 0.769 | |
| BERT-DeepConvbackbone=BERT-base2021.06 | 0.54 | 161 | 0.418 | 0.61 | 0.772 | |
| BERT-ResNet + Knowledge Distillationbackbone=BERT-base, knowledge-distillation=true2021.06 | 0.528 | 169 | 0.402 | 0.603 | 0.769 | |
| BERT-Large-ConvTransEbackbone=BERT-Large2021.06 | 0.523 | — | 0.41 | 0.585 | 0.735 | |
| BERT-ConvTransEbackbone=BERT-base2021.06 | 0.458 | 276 | 0.34 | 0.52 | 0.675 | |
| BERT-ConvEbackbone=BERT-base2021.06 | 0.453 | 260 | 0.332 | 0.521 | 0.691 | |
| BERT-ResNet + Re-rankingbackbone=BERT-base, re-ranking=true2021.06 | 0.377 | 170 | 0.216 | 0.437 | 0.769 | |
| ConvE2021.06 | 0.209 | — | 0.14 | 0.229 | 0.34 | |
| ConvTransE2021.06 | 0.187 | — | 0.079 | 0.239 | 0.39 | |
| ComplEx2021.06 | 0.114 | — | 0.074 | 0.125 | 0.19 | |
| DistMult2021.06 | 0.09 | — | 0.045 | 0.098 | 0.174 |