Entity Alignment on DWY100K DBP-YG
99.89Hits@1AttrGNN
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| AttrGNN2025.12 | 99.89 | 99.99 | 99.9 | |
| RAEAEnsemble strategy=pre-weighted strategy2025.12 | 99.82 | 99.98 | 99.9 | |
| RAEAEnsemble strategy=SVM2025.12 | 99.46 | 99.9 | 99.6 | |
| RAEAEnsemble strategy=average pooling2025.12 | 99.33 | 99.88 | 99.6 | |
| NMN2025.12 | 96 | 98.2 | — | |
| RDGCN2025.12 | 94.7 | 97.3 | — | |
| RREAsupervision=semi-supervised2020.08 | 87.4 | 97.6 | 91.3 | |
| Dual-AMN2025.12 | 86.6 | 97.7 | 90.7 | |
| RREAsupervision=basic2020.08 | 83.9 | 96.8 | 88.7 | |
| MultiKE2025.12 | 82.35 | 93.3 | 86.2 | |
| RKDEA2025.12 | 82.3 | 97.1 | 87.9 | |
| TransEdgesupervision=semi-supervised, translation-based=true2020.08 | 79.2 | 93.6 | 83.2 | |
| TransEdge2025.12 | 79.2 | 93.6 | 83.2 | |
| AliNetfull version=true2019.11 | 78.6 | 94.3 | 84.1 | |
| TransEdgesupervision=basic, translation-based=true2020.08 | 78.6 | 94.3 | 84.1 | |
| AliNet2025.12 | 78.6 | 94.3 | 84.1 | |
| NAEAsupervision=semi-supervised2020.08 | 77.8 | 91.2 | 82.1 | |
| AliNetrelation loss=excluded2019.11 | 77.3 | 93.5 | 83.2 | |
| BootEAsupervision=semi-supervised, translation-based=true2020.08 | 76.1 | 89.4 | 80.8 | |
| BootEA2025.12 | 76.1 | 89.44 | 80.8 | |
| AliNetrelation loss=excluded, data augmentation=excluded2019.11 | 74.5 | 91.8 | 80.6 | |
| MuGNNrelation seed alignment=true2019.08 | 74.1 | 93.7 | 81 | |
| MuGCN2019.11 | 74.1 | 93.7 | 81 | |
| MuGNNsupervision=basic2020.08 | 74.1 | 93.7 | 81 | |
| MuGNN2025.12 | 74.1 | 93.7 | 81 | |
| GCN2019.11 | 73.3 | 90.9 | 79.6 | |
| MuGNNrelation seed alignment=false2019.08 | 73 | 93.4 | 80.1 | |
| KECGsupervision=basic2020.08 | 72.8 | 91.5 | 79.5 | |
| AliNetsupervision=basic2020.08 | 72.8 | 91.5 | 79.5 | |
| MRAEAsupervision=basic2020.08 | 72.6 | 90.9 | 79.2 | |
| RSN2019.11 | 68.9 | 87.8 | 75.6 | |
| ARSNsupervision=basic2020.08 | 68.9 | 87.8 | 75.6 | |
| AlignEA2019.08 | 63.3 | 84.8 | 70.7 | |
| AlignE2019.11 | 63.3 | 84.8 | 70.7 | |
| R-GCN2019.11 | 61.7 | 82.9 | 69.2 | |
| RotatE2019.11 | 59.9 | 83.5 | 68 | |
| GCN-Align2019.08 | 59.7 | 83.8 | 68.2 | |
| GCN-Align2019.11 | 59.7 | 83.8 | 68.2 | |
| GCN-Alignsupervision=basic2020.08 | 59.7 | 83.8 | 68.2 | |
| GAT2019.11 | 56.3 | 80.6 | 64.8 | |
| SEA2019.11 | 51.6 | 73.6 | 59.2 | |
| ConvE2019.11 | 50.3 | 73.6 | 58.2 | |
| TransH2019.11 | 31.4 | 57.4 | 40.2 | |
| IPTransE2019.11 | 29.7 | 55.8 | 38.6 | |
| MTransE2019.08 | 25.2 | 49.3 | 33.4 | |
| MTransE2019.11 | 25.2 | 49.3 | 33.4 | |
| MTransE2025.12 | 25.15 | 49.29 | 33.4 | |
| JAPE2019.08 | 23.6 | 48.4 | 32 | |
| JAPE2019.11 | 23.6 | 48.4 | 32 | |
| AJAPEsupervision=basic2020.08 | 23.6 | 48.4 | 32 | |
| JAPE2025.12 | 23.57 | 48.41 | 32 |