Entity Alignment on DBP15K JA-EN
0.985Hits@1ChatEA
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| ChatEA2024.02 | 0.985 | — | 0.993 | |
| AgentEAMethod category=Large Language Models-based2026.04 | 0.984 | 0.992 | 0.987 | |
| MCLEA-NEvaluation Protocol=Unsupervised, Pseudo-alignment seed generation=Name-based (-N)2022.09 | 0.983 | 0.999 | 0.99 | |
| MCLEA-VEvaluation Protocol=Unsupervised, Pseudo-alignment seed generation=Visual-based (-V)2022.09 | 0.977 | 0.999 | 0.987 | |
| MEAformerPara.=14.2M, Surface Forms (SF)=with, Non-iterative=true2022.12 | 0.977 | 0.999 | 0.986 | |
| ChatEAMethod category=Large Language Models-based2026.04 | 0.972 | 0.991 | 0.98 | |
| BERT-INT2024.02 | 0.964 | — | 0.975 | |
| SEUEvaluation Protocol=Unsupervised2022.09 | 0.956 | 0.991 | 0.969 | |
| EASYEvaluation Protocol=Unsupervised2022.09 | 0.943 | 0.99 | 0.96 | |
| EA-Agent2026.04 | 0.9427 | 0.978 | 0.95 | |
| SCMEAMethod category=Knowledge Representation Learning-based2026.04 | 0.934 | 0.987 | 0.954 | |
| RREAEvaluation Protocol=Unsupervised2022.09 | 0.918 | 0.978 | — | |
| EasyEA*Method category=Large Language Models-based2026.04 | 0.912 | 0.991 | — | |
| LLMEABackbone=ERNIE2026.04 | 0.911 | — | 0.911 | |
| LLMEAMethod category=Large Language Models-based2026.04 | 0.911 | 0.946 | — | |
| Seg-AlignBackbone=GPT-3.52026.04 | 0.907 | — | 0.907 | |
| Seg-AlignMethod category=Large Language Models-based2026.04 | 0.907 | — | — | |
| Dual-AMNMethod category=Knowledge Representation Learning-based2026.04 | 0.892 | 0.978 | 0.925 | |
| TEA2026.04 | 0.89 | 0.978 | 0.92 | |
| MRAEAEvaluation Protocol=Unsupervised2022.09 | 0.889 | 0.927 | — | |
| RAEAEnsemble strategy=pre-weighted strategy2025.12 | 0.8848 | 0.9771 | 0.92 | |
| PMFIteration strategy=Iterative2024.07 | 0.866 | — | 0.909 | |
| UMAEA*Iteration strategy=Iterative2024.07 | 0.857 | — | 0.904 | |
| Ours (sparse)L=102020.01 | 0.848 | 0.8974 | — | |
| SDEAPara.=>110M, Surface Forms (SF)=with, Non-iterative=true2022.12 | 0.848 | 0.952 | 0.89 | |
| SDEA2026.04 | 0.848 | 0.952 | 0.89 | |
| MEAformer*Iteration strategy=Iterative2024.07 | 0.842 | — | 0.892 | |
| PMFIteration strategy=Non-iterative2024.07 | 0.835 | — | 0.885 | |
| RAEAEnsemble strategy=average pooling2025.12 | 0.8298 | 0.9628 | 0.879 | |
| UMAEA*Iteration strategy=Non-iterative2024.07 | 0.811 | — | 0.871 | |
| BERT-INTPara.=>110M, Surface Forms (SF)=with, Non-iterative=true2022.12 | 0.806 | 0.835 | 0.82 | |
| BERT-INT2026.04 | 0.806 | 0.835 | 0.82 | |
| MCLEAIteration strategy=Iterative2024.07 | 0.805 | — | 0.863 | |
| RREAsupervision=semi-supervised2020.08 | 0.802 | 0.952 | 0.858 | |
| MEAformer*Iteration strategy=Non-iterative2024.07 | 0.801 | — | 0.862 | |
| NMN2025.12 | 0.785 | 0.912 | 0.87 | |
| AttrGNN2025.12 | 0.7833 | 0.9208 | 0.834 | |
| RAEAEnsemble strategy=SVM2025.12 | 0.7734 | 0.9363 | 0.834 | |
| RDGCN2020.01 | 0.7674 | 0.8954 | — | |
| RDGCN2025.12 | 0.7674 | 0.8954 | 0.812 | |
| RDGCN2026.04 | 0.767 | 0.895 | 0.812 | |
| RDGCNMethod category=Knowledge Representation Learning-based2026.04 | 0.767 | 0.895 | 0.812 | |
| MCLEAIteration strategy=Non-iterative2024.07 | 0.764 | — | 0.835 | |
| EVAIterative Learning (IL)=true2020.09 | 0.762 | 0.913 | 0.817 | |
| MRAEAsupervision=semi-supervised2020.08 | 0.758 | 0.934 | 0.826 | |
| EVAIteration strategy=Iterative2024.07 | 0.741 | — | 0.807 | |
| GMNN2020.01 | 0.7397 | 0.8715 | — | |
| JEANSVariant=EDL2020.05 | 0.737 | 0.914 | 0.798 | |
| HyperKA (semi)dimension=75, learning_type=semi-supervised2020.10 | 0.727 | — | 0.793 | |
| Dual-AMN2025.12 | 0.726 | 0.927 | 0.799 | |
| JEANSVariant=SFM2020.05 | 0.723 | 0.913 | 0.793 | |
| Ours (sparse)L=02020.01 | 0.7195 | 0.8974 | — | |
| TransEdgesupervision=semi-supervised, translation-based=true2020.08 | 0.719 | 0.932 | 0.795 | |
| TransEdgedimension=75, learning_type=semi-supervised2020.10 | 0.719 | — | 0.795 | |
| EVAIteration strategy=Non-iterative2024.07 | 0.719 | — | 0.789 | |
| TransEdge2025.12 | 0.7186 | 0.9315 | 0.795 | |
| EVAIterative Learning (IL)=false2020.09 | 0.716 | 0.926 | 0.792 | |
| RREAsupervision=basic2020.08 | 0.713 | 0.933 | 0.793 | |
| MSNEAIteration strategy=Non-iterative2024.07 | 0.669 | — | 0.752 | |
| TransEdgesupervision=basic, translation-based=true2020.08 | 0.646 | 0.907 | 0.741 | |
| MRAEAsupervision=basic2020.08 | 0.646 | 0.891 | 0.735 | |
| NAEA2020.01 | 0.6414 | 0.8727 | — | |
| NAEAsupervision=semi-supervised2020.08 | 0.641 | 0.872 | 0.718 | |
| NAEAdimension=75, learning_type=semi-supervised2020.10 | 0.641 | — | 0.718 | |
| NAEAIterative Learning (IL)=true2020.09 | 0.641 | 0.873 | 0.718 | |
| NAEA2020.05 | 0.641 | 0.873 | 0.718 | |
| MMEAIterative Learning (IL)=true2020.09 | 0.623 | 0.847 | — | |
| BOOTEA2020.01 | 0.6223 | 0.8539 | — | |
| BootEA2025.12 | 0.6223 | 0.8539 | 0.701 | |
| BootEAsupervision=semi-supervised, translation-based=true2020.08 | 0.622 | 0.853 | 0.701 | |
| BootEAdimension=75, learning_type=semi-supervised2020.10 | 0.622 | — | 0.701 | |
| BOOTEAIterative Learning (IL)=true2020.09 | 0.622 | 0.854 | 0.701 | |
| BootEA2020.05 | 0.622 | 0.854 | 0.701 | |
| BootEAMethod category=Knowledge Representation Learning-based2026.04 | 0.622 | 0.854 | 0.701 | |
| RKDEA2025.12 | 0.597 | 0.881 | 0.698 | |
| Ψθ₁ = MLPL=02020.01 | 0.5918 | 0.7916 | — | |
| MultiKE2025.12 | 0.57 | 0.6426 | 0.596 | |
| HMANIterative Learning (IL)=false2020.09 | 0.565 | 0.866 | — | |
| HMAN2020.05 | 0.565 | 0.866 | — | |
| HyperKADimensions=75, 75, 752020.10 | 0.564 | 0.865 | 0.673 | |
| MSNEAIteration strategy=Iterative2024.07 | 0.557 | — | 0.643 | |
| AliNetfull version=true2019.11 | 0.549 | 0.831 | 0.645 | |
| AliNetsupervision=basic2020.08 | 0.549 | 0.831 | 0.645 | |
| AliNetDimensions=500, 400, 3002020.10 | 0.549 | 0.831 | 0.645 | |
| ALINETIterative Learning (IL)=false2020.09 | 0.549 | 0.831 | 0.645 | |
| AliNet2020.05 | 0.549 | 0.831 | 0.645 | |
| MMEAIteration strategy=Non-iterative2024.07 | 0.541 | — | 0.62 | |
| AliNet2025.12 | 0.5391 | 0.8263 | 0.628 | |
| AliNetrelation loss=excluded2019.11 | 0.539 | 0.796 | 0.638 | |
| HyperKA (w/o relation)Dimensions=75, 75, 752020.10 | 0.535 | 0.834 | 0.64 | |
| AliNetrelation loss=excluded, data augmentation=excluded2019.11 | 0.527 | 0.794 | 0.622 | |
| RSN2019.11 | 0.507 | 0.737 | 0.59 | |
| GCN2019.11 | 0.507 | 0.805 | 0.618 | |
| ARSNsupervision=basic2020.08 | 0.507 | 0.737 | 0.59 | |
| RSN4EADimensions=3002020.10 | 0.507 | 0.737 | 0.59 | |
| RSNIterative Learning (IL)=false2020.09 | 0.507 | 0.737 | 0.59 | |
| RSN2020.05 | 0.507 | 0.737 | 0.59 | |
| MuGCN2019.11 | 0.501 | 0.857 | 0.621 | |
| MUGNN2020.01 | 0.501 | 0.857 | — | |
| MuGNNsupervision=basic2020.08 | 0.501 | 0.857 | 0.621 |