Entity Alignment on DBP ZH-EN 15K
0.8864Hits@1RDGCN
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| RDGCN2019.08 | 0.8864 | 0.9572 | — | |
| HGCN-sinitialization=entity name, highway gates=true2019.08 | 0.8809 | 0.9527 | — | |
| RDmodule=dual-primal interaction, GCN layers=false2019.08 | 0.8464 | 0.9198 | — | |
| HGCN-JEjoint embeddings=true, initialization=machine-translated entity names, layer-wise highway gates=true2019.09 | 0.7203 | 0.857 | — | |
| RDGCN2019.08 | 0.7075 | 0.8455 | — | |
| HGCN-JRvariant=Highway GCN framework with joint relation alignment2019.09 | 0.7034 | 0.8539 | — | |
| GCN-JRvariant=GCN framework with joint relation alignment2019.09 | 0.7022 | 0.8438 | — | |
| HGCN-PEinitialization=machine-translated entity names, layer-wise highway gates=true2019.09 | 0.6967 | 0.8256 | — | |
| HGCN-sinitialization=entity name, highway gates=true2019.08 | 0.6965 | 0.8253 | — | |
| HGCN-PRvariant=Highway GCN framework with approximated relation representations2019.09 | 0.6933 | 0.8449 | — | |
| GCN-PRvariant=GCN framework with approximated relation representations2019.09 | 0.6618 | 0.8281 | — | |
| BootEA2019.08 | 0.653 | 0.8744 | — | |
| BootEA2019.08 | 0.6294 | 0.8475 | — | |
| BootEA2019.09 | 0.6294 | 0.8475 | — | |
| RDmodule=dual-primal interaction, GCN layers=false2019.08 | 0.6181 | 0.7383 | — | |
| BootEA-Rvariant=Directly using learned relation embeddings2019.09 | 0.5517 | 0.7 | — | |
| GCN-JEjoint embeddings=true, initialization=machine-translated entity names2019.09 | 0.5489 | 0.813 | — | |
| GCN-sinitialization=entity name, highway gates=false2019.08 | 0.5449 | 0.8473 | — | |
| R-GCN-sinitialization=entity name2019.08 | 0.5111 | 0.8007 | — | |
| GCN-sinitialization=entity name, highway gates=false2019.08 | 0.5082 | 0.7915 | — | |
| GCN-PEinitialization=machine-translated entity names2019.09 | 0.507 | 0.7923 | — | |
| MuGNNrelation seed alignment=true2019.08 | 0.494 | 0.844 | 0.611 | |
| MuGNNrelation seed alignment=false2019.08 | 0.479 | 0.833 | 0.597 | |
| AlignEA2019.08 | 0.472 | 0.792 | 0.581 | |
| R-GCN-sinitialization=entity name2019.08 | 0.4657 | 0.7429 | — | |
| GCN-JE-rjoint embeddings=true, initialization=random2019.09 | 0.4592 | 0.7291 | — | |
| BootEA-PRvariant=Approximated relation representations using entity embeddings2019.09 | 0.4528 | 0.8537 | — | |
| GCN-Align2019.08 | 0.413 | 0.744 | 0.549 | |
| GCN2019.08 | 0.4125 | 0.7438 | — | |
| GCN2019.09 | 0.4125 | 0.7438 | — | |
| JAPE2019.08 | 0.412 | 0.745 | 0.49 | |
| JAPE2019.08 | 0.4118 | 0.7446 | — | |
| JAPE2019.09 | 0.4118 | 0.7446 | — | |
| IPTransE2019.08 | 0.4059 | 0.7347 | — | |
| IPTransE2019.09 | 0.4059 | 0.7347 | — | |
| GCN2019.08 | 0.3729 | 0.7449 | — | |
| IPTransE2019.08 | 0.333 | 0.6854 | — | |
| MTransE-PRvariant=Approximated relation representations using entity embeddings2019.09 | 0.3281 | 0.5764 | — | |
| JAPE2019.08 | 0.3239 | 0.6668 | — | |
| MTransE2019.08 | 0.3083 | 0.6141 | — | |
| MTransE2019.09 | 0.3083 | 0.6141 | — | |
| MTransE2019.08 | 0.308 | 0.614 | 0.364 | |
| MTransE2019.08 | 0.2441 | 0.5555 | — | |
| JE2019.08 | 0.2127 | 0.4277 | — | |
| JE2019.09 | 0.2127 | 0.4277 | — | |
| JE2019.08 | 0.1538 | 0.3884 | — | |
| MTransE-Rvariant=Directly using learned relation embeddings2019.09 | 0.0303 | 0.0888 | — |