Entity Alignment on FB15K-DB15K 50% (train)
74.2Hits@1IBMEA
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| IBMEA2024.07 | 74.2 | 88 | 79.3 | |
| UMAEAreproduced=true2024.07 | 70.1 | 87.4 | 75.2 | |
| MEAformertraining_mode=iterative2022.12 | 69 | 87.1 | 75.5 | |
| MEAformer2024.07 | 69 | 86.6 | 78.4 | |
| MEAformerIteration Strategy=Non-iterative, Vision Backbone=VGG-16, Alignment Editing Policy=MERP2022.12 | 62.5 | 84.7 | 70.4 | |
| MCLEA*training_mode=iterative2022.12 | 62 | 83.2 | 69.6 | |
| MEAformerIteration Strategy=Non-iterative, Vision Backbone=VGG-162022.12 | 61.9 | 84.3 | 69.8 | |
| MCLEA2024.07 | 57.3 | 81.7 | 65.2 | |
| MCLEAIteration Strategy=Non-iterative, Vision Backbone=VGG-16, Reproduction Status=Reproduced2022.12 | 55.5 | 78.4 | 63.7 | |
| ACK-MMEA2024.07 | 50.1 | 73.6 | 62.4 | |
| POE2024.07 | 46.4 | 65.8 | 53.3 | |
| MMEAIteration Strategy=Non-iterative, Vision Backbone=VGG-162022.12 | 41.7 | 70.3 | 51.2 | |
| Chen et al.2024.07 | 41.7 | 70.3 | 51.2 | |
| EVA*training_mode=iterative2022.12 | 36.4 | 60.6 | 44.9 | |
| MSNEA*training_mode=iterative2022.12 | 35.8 | 65.6 | 45.9 | |
| EVAIteration Strategy=Non-iterative, Vision Backbone=VGG-16, Reproduction Status=Reproduced2022.12 | 33.4 | 58.9 | 42.2 | |
| MSNEAIteration Strategy=Non-iterative, Vision Backbone=VGG-16, Reproduction Status=Reproduced2022.12 | 28.8 | 59 | 38.8 | |
| MSNEA2024.07 | 28.8 | 59 | 38.8 | |
| HMEA2024.07 | 26.2 | 58.1 | — | |
| TransE2024.07 | 23 | 44.6 | 30.6 | |
| GCN-align2024.07 | 22.6 | 43.5 | 29.3 | |
| EVA2024.07 | 22.3 | 47.1 | 30.7 | |
| IPTransE2024.07 | 21 | 42.1 | 28.3 | |
| KECGreproduced=true2024.07 | 16.7 | 41.6 | 25.1 |