Entity Alignment on DBP JA-EN 15K
99.1Hits@1MEAformer
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MEAformerIterative=true, Surface Forms=w/ SF, Para.=14.2M2022.12 | 99.1 | 100 | 99.5 | |
| MEAformerIterative=false, Surface Forms=w/ SF, Para.=14.2M2022.12 | 97.7 | 99.9 | 98.6 | |
| RDGCN2019.08 | 76.74 | 89.54 | — | |
| HGCN-JEjoint embeddings=true, initialization=machine-translated entity names, layer-wise highway gates=true2019.09 | 76.62 | 89.73 | — | |
| MEAformerIterative=false, Surface Forms=w/o SF, Para.=13.7M2022.12 | 76.4 | 95.9 | 83.4 | |
| HGCN-sinitialization=entity name, highway gates=true2019.08 | 75.54 | 87.87 | — | |
| HGCN-PEinitialization=machine-translated entity names, layer-wise highway gates=true2019.09 | 75.5 | 87.89 | — | |
| RDmodule=dual-primal interaction, GCN layers=false2019.08 | 68.54 | 80.22 | — | |
| HGCN-JRvariant=Highway GCN framework with joint relation alignment2019.09 | 65.03 | 83.55 | — | |
| GCN-JRvariant=GCN framework with joint relation alignment2019.09 | 63.89 | 81.1 | — | |
| HGCN-PRvariant=Highway GCN framework with approximated relation representations2019.09 | 63.14 | 81.26 | — | |
| BootEA2019.08 | 62.23 | 85.39 | — | |
| BootEA2019.09 | 62.23 | 85.39 | — | |
| GCN-PRvariant=GCN framework with approximated relation representations2019.09 | 60.87 | 81.47 | — | |
| GCN-JEjoint embeddings=true, initialization=machine-translated entity names2019.09 | 56.35 | 83.73 | — | |
| GCN-sinitialization=entity name, highway gates=false2019.08 | 53.09 | 82.96 | — | |
| GCN-PEinitialization=machine-translated entity names2019.09 | 53.01 | 82.83 | — | |
| MuGNNrelation seed alignment=true2019.08 | 50.1 | 85.7 | 62.1 | |
| MUGNNIterative=false, Surface Forms=w/o SF2022.12 | 50.1 | 85.7 | 62.1 | |
| MuGNNrelation seed alignment=false2019.08 | 48.7 | 85.1 | 60.4 | |
| R-GCN-sinitialization=entity name2019.08 | 48.68 | 77.82 | — | |
| BootEA-Rvariant=Directly using learned relation embeddings2019.09 | 47.83 | 67.67 | — | |
| GCN-JE-rjoint embeddings=true, initialization=random2019.09 | 46.62 | 74.57 | — | |
| AlignEA2019.08 | 44.8 | 78.9 | 56.3 | |
| BootEA-PRvariant=Approximated relation representations using entity embeddings2019.09 | 41.4 | 79.77 | — | |
| GCN2019.08 | 39.91 | 74.46 | — | |
| GCN2019.09 | 39.91 | 74.46 | — | |
| GCN-Align2019.08 | 39.9 | 74.5 | 54.6 | |
| IPTransE2019.08 | 36.69 | 69.26 | — | |
| IPTransE2019.09 | 36.69 | 69.26 | — | |
| JAPE2019.08 | 36.3 | 68.5 | 47.6 | |
| JAPE2019.08 | 36.25 | 68.5 | — | |
| JAPE2019.09 | 36.25 | 68.5 | — | |
| MTransE-PRvariant=Approximated relation representations using entity embeddings2019.09 | 31 | 56.14 | — | |
| MTransE2019.08 | 27.9 | 57.5 | 34.9 | |
| MTransE2019.08 | 27.86 | 57.45 | — | |
| MTransE2019.09 | 27.86 | 57.45 | — | |
| JE2019.08 | 18.92 | 39.97 | — | |
| JE2019.09 | 18.92 | 39.97 | — | |
| MTransE-Rvariant=Directly using learned relation embeddings2019.09 | 2.65 | 10.21 | — |