Entity Alignment on FB15K-YAGO15K (50% train)
0.655Hits@1IBMEA
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| IBMEA2024.07 | 0.655 | 0.821 | 0.714 | |
| MEAformertraining_mode=iterative2022.12 | 0.612 | 0.808 | 0.682 | |
| MEAformer2024.07 | 0.612 | 0.808 | 0.682 | |
| UMAEAreproduced=true2024.07 | 0.6 | 0.726 | 0.644 | |
| MCLEA*training_mode=iterative2022.12 | 0.563 | 0.751 | 0.631 | |
| MEAformerIteration Strategy=Non-iterative, Vision Backbone=VGG-162022.12 | 0.56 | 0.778 | 0.639 | |
| MEAformerIteration Strategy=Non-iterative, Vision Backbone=VGG-16, Alignment Editing Policy=MERP2022.12 | 0.56 | 0.78 | 0.64 | |
| MCLEA2024.07 | 0.543 | 0.755 | 0.616 | |
| ACK-MMEA2024.07 | 0.535 | 0.699 | 0.593 | |
| MCLEAIteration Strategy=Non-iterative, Vision Backbone=VGG-16, Reproduction Status=Reproduced2022.12 | 0.501 | 0.705 | 0.574 | |
| MMEAIteration Strategy=Non-iterative, Vision Backbone=VGG-162022.12 | 0.403 | 0.645 | 0.486 | |
| Chen et al.2024.07 | 0.403 | 0.645 | 0.486 | |
| MSNEA*training_mode=iterative2022.12 | 0.376 | 0.646 | 0.472 | |
| POE2024.07 | 0.347 | 0.536 | 0.414 | |
| EVA*training_mode=iterative2022.12 | 0.325 | 0.56 | 0.404 | |
| MSNEAIteration Strategy=Non-iterative, Vision Backbone=VGG-16, Reproduction Status=Reproduced2022.12 | 0.32 | 0.589 | 0.413 | |
| MSNEA2024.07 | 0.32 | 0.589 | 0.413 | |
| EVAIteration Strategy=Non-iterative, Vision Backbone=VGG-16, Reproduction Status=Reproduced2022.12 | 0.311 | 0.534 | 0.388 | |
| HMEA2024.07 | 0.265 | 0.581 | — | |
| EVA2024.07 | 0.24 | 0.477 | 0.321 | |
| GCN-align2024.07 | 0.235 | 0.424 | 0.294 | |
| IPTransE2024.07 | 0.201 | 0.369 | 0.248 | |
| TransE2024.07 | 0.197 | 0.382 | 0.262 | |
| KECGreproduced=true2024.07 | 0.167 | 0.381 | 0.241 |