Knowledge Graph Completion on SNOMED CT Core
264Mean RankBERT-ResNet + Ranking Ensemble
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| BERT-ResNet + Ranking Ensemblebackbone=BERT-base, ranking-ensemble=true2021.06 | 264 | 57.6 | 50.3 | 61.9 | 69.1 | |
| BERT-ResNet + KD and REbackbone=BERT-base, knowledge-distillation=true, ranking-ensemble=true2021.06 | 264 | 57.7 | 50.1 | 62.3 | 69.1 | |
| BERT-DeepConvbackbone=BERT-base2021.06 | 265 | 47.9 | 37.4 | 53.2 | 68.5 | |
| BERT-ResNetbackbone=BERT-base2021.06 | 265 | 49.2 | 38.9 | 54.4 | 69.1 | |
| BERT-ResNet + Re-rankingbackbone=BERT-base, re-ranking=true2021.06 | 265 | 56.2 | 48.2 | 60.8 | 69.1 | |
| BERT-ResNet + Knowledge Distillationbackbone=BERT-base, knowledge-distillation=true2021.06 | 265 | 56.6 | 48.7 | 61.4 | 69.1 | |
| BERT-ConvEbackbone=BERT-base2021.06 | 414 | 38.3 | 27.7 | 43 | 59.1 | |
| BERT-ConvTransEbackbone=BERT-base2021.06 | 514 | 37.3 | 27.3 | 41.7 | 56.8 | |
| ConvTransE2021.06 | 3,585 | 29 | 21.3 | 32.1 | 44.2 | |
| ConvE2021.06 | 3,739 | 27.1 | 19.1 | 30.3 | 42.9 | |
| ComplEx2021.06 | 3,903 | 30.2 | 22.4 | 33.2 | 45.6 | |
| DistMult2021.06 | 5,146 | 29.3 | 22.6 | 31.8 | 42.6 |