Knowledge Graph Completion on FB15k-237 Sparse
390MRBERT-ConvTransE
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| BERT-ConvTransEbackbone=BERT-base2021.06 | 390 | 18.8 | 12.7 | 19.9 | 31 | |
| BERT-ConvEbackbone=BERT-base2021.06 | 408 | 19 | 12.8 | 20 | 31.5 | |
| BERT-ResNetbackbone=BERT-base2021.06 | 413 | 19.1 | 12.8 | 20.1 | 31.7 | |
| BERT-ResNet + Re-rankingbackbone=BERT-base, re-ranking=true2021.06 | 413 | 19 | 12.8 | 20 | 31.7 | |
| BERT-ResNet + Knowledge Distillationbackbone=BERT-base, knowledge-distillation=true2021.06 | 413 | 19.7 | 13.5 | 20.9 | 31.7 | |
| BERT-ResNet + Ranking Ensemblebackbone=BERT-base, ranking-ensemble=true2021.06 | 413 | 19.9 | 13.7 | 21 | 31.7 | |
| BERT-ResNet + KD and REbackbone=BERT-base, knowledge-distillation=true, ranking-ensemble=true2021.06 | 413 | 19.8 | 13.6 | 21.1 | 31.7 | |
| BERT-DeepConvbackbone=BERT-base2021.06 | 422 | 18.8 | 12.7 | 19.7 | 31.4 | |
| ConvE2021.06 | 2,263 | 15.6 | 10.6 | 16.5 | 25.8 | |
| ConvTransE2021.06 | 2,285 | 15.3 | 10.3 | 16.1 | 25.5 | |
| DistMult2021.06 | 3,061 | 13.6 | 9.2 | 14.6 | 22.3 | |
| ComplEx2021.06 | 3,333 | 13.2 | 9.1 | 14.3 | 21.6 |