Entity Alignment on DBP15K FR-EN (test)
99.8Hits@1LightEA-L
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| LightEA-Lcategory=Literal2022.10 | 99.8 | 99.8 | 99.9 | |
| FGWEAName=true, Attr.=true, Trans.=true, Sup.=0%2023.05 | 99.8 | 99.9 | 100 | |
| FGWEAName=true, Attr.=true, Trans.=false, Sup.=0%2023.05 | 99.7 | 99.8 | 99.9 | |
| MCLEA*Name=true, Attr.=true, Trans.=true, Sup.=30%2023.05 | 99.7 | 99.8 | 100 | |
| FGWEAName=true, Attr.=false, Trans.=false, Sup.=0%2023.05 | 99.6 | 99.7 | 99.9 | |
| MEAformerPara.=14.2M, Iterative protocol=true, Surface Form usage=w/ SF2022.12 | 99.6 | 99.8 | 100 | |
| LightEAName=true, Attr.=false, Trans.=true, Sup.=0%2023.05 | 99.5 | 99.6 | 99.8 | |
| EVA*Para.=13.8M, Iterative protocol=true, Surface Form usage=w/ SF2022.12 | 99.5 | 99.7 | 99.9 | |
| MCLEA*Para.=13.7M, Iterative protocol=true, Surface Form usage=w/ SF2022.12 | 99.5 | 99.7 | 100 | |
| FGWEAName=true, Attr.=false, Trans.=true, Sup.=0%2023.05 | 99.4 | 99.6 | 99.9 | |
| MEAformerPara.=14.2M, Iterative protocol=true, Supervision type=Unsupervised (Surface)2022.12 | 99.3 | 99.6 | 100 | |
| BERT-INT*Name=true, Attr.=true, Trans.=false, Sup.=30%2023.05 | 99.2 | 99.5 | 99.8 | |
| EVA*Para.=13.8M, Iterative protocol=true, Supervision type=Unsupervised (Surface)2022.12 | 99.2 | 99.6 | 100 | |
| MEAformerPara.=14.2M, Iterative protocol=true, Supervision type=Unsupervised (Visual)2022.12 | 99.2 | 99.6 | 100 | |
| ICLEAName=true, Attr.=true, Trans.=false, Sup.=0%2023.05 | 99.1 | — | 99.9 | |
| CPL-OTName=true, Attr.=false, Trans.=true, Sup.=0%2023.05 | 99 | 99 | 99.4 | |
| MCLEA*Para.=13.7M, Iterative protocol=true, Supervision type=Unsupervised (Surface)2022.12 | 99 | 99.4 | 100 | |
| EVA*Para.=13.8M, Iterative protocol=true, Supervision type=Unsupervised (Visual)2022.12 | 99 | 99.5 | 100 | |
| SEUcategory=Literal2022.10 | 98.8 | 99.2 | 99.9 | |
| SEUName=true, Attr.=false, Trans.=true, Sup.=0%2023.05 | 98.8 | 99.2 | 99.9 | |
| SEU(w+c)Input=word + char features2021.09 | 98.8 | 99.2 | 99.9 | |
| BERT-INT(name)modeling attribute information=true2023.05 | 98.7 | 99 | 99.2 | |
| TEA-MLMmodeling attribute information=true2023.05 | 98.7 | 99 | 99.6 | |
| MCLEA*Para.=13.7M, Iterative protocol=true, Supervision type=Unsupervised (Visual)2022.12 | 98.6 | 99.2 | 100 | |
| SEU(char)Input=char features2021.09 | 98.6 | 99 | 99.8 | |
| UEDName=true, Attr.=false, Trans.=true, Sup.=0%2023.05 | 98.4 | — | — | |
| EASYcategory=Literal2022.10 | 98 | 98.9 | 99.8 | |
| EASYName=true, Attr.=false, Trans.=true, Sup.=0%2023.05 | 98 | 99 | 99.8 | |
| EASY†Iterative protocol=true, Supervision type=Unsupervised (Surface)2022.12 | 98 | 99 | 99.8 | |
| DATTIName=true, Attr.=false, Trans.=true, Sup.=0%2023.05 | 97.9 | — | 99 | |
| TEA-NSPmodeling attribute information=true2023.05 | 97.9 | 99 | 99.7 | |
| CEAmodeling attribute information=false2023.05 | 97.2 | — | — | |
| CEAType=Char-level2021.09 | 97.2 | — | — | |
| MSNEA*Para.=14.7M, Iterative protocol=true, Surface Form usage=w/ SF2022.12 | 97.1 | 98.2 | 99.8 | |
| SDEAmodeling attribute information=true2023.05 | 96.9 | 98 | 99.5 | |
| TEA-NSPmodeling attribute information=false2023.05 | 96.8 | 98 | 99.5 | |
| TEA-MLMmodeling attribute information=false2023.05 | 96.8 | 98 | 99.4 | |
| FGWEAName=false, Attr.=true, Trans.=false, Sup.=0%2023.05 | 96.7 | 97.8 | 99.4 | |
| RREAInput features=textual2020.08 | 96.3 | 99.2 | — | |
| MSNEA*Para.=14.7M, Iterative protocol=true, Supervision type=Unsupervised (Surface)2022.12 | 96.1 | 97.3 | 99.2 | |
| MSNEA*Para.=14.7M, Iterative protocol=true, Supervision type=Unsupervised (Visual)2022.12 | 95.9 | 97.9 | 99.3 | |
| FT-EAmodeling attribute information=false2023.05 | 95.8 | 97 | 99.3 | |
| PSR(lit)Category=Literal2021.08 | 95.8 | 97.5 | 99.7 | |
| SelfKGName=true, Attr.=false, Trans.=false, Sup.=0%2023.05 | 95.7 | — | 99.2 | |
| FT-EAmodeling attribute information=true2023.05 | 95.7 | 97 | 99 | |
| EPEAType=Char-level2021.09 | 95.5 | 96.7 | 98.6 | |
| SEU(word)Input=word features2021.09 | 95.3 | 96.7 | 98.9 | |
| MRAEAInput features=textual2020.08 | 95 | 98.4 | — | |
| DGMCInput features=textual2020.08 | 93.3 | 96 | — | |
| DGMCCategory=Literal2021.08 | 93.3 | — | 96 | |
| DGMCType=Word-level2021.09 | 93.3 | — | 96 | |
| CEA(Emb)modeling attribute information=false2023.05 | 92.8 | 95 | 98.1 | |
| AttrGNNName=true, Attr.=true, Trans.=false, Sup.=30%2023.05 | 91.9 | 91 | 97.8 | |
| AttrGNNmodeling attribute information=true2023.05 | 91.9 | 91 | 97.8 | |
| AttrGNNType=Char-level2021.09 | 91.9 | 91 | 97.9 | |
| GMNNInput features=textual2020.08 | 89.4 | 95.2 | — | |
| GM-Aligncategory=Literal2022.10 | 89.4 | — | 95.2 | |
| GMatchName=true, Attr.=false, Trans.=false, Sup.=30%2023.05 | 89.4 | — | 95.2 | |
| GM-AlignCategory=Literal2021.08 | 89.4 | — | 95.2 | |
| GM-AlignType=Word-level2021.09 | 89.4 | — | 95.2 | |
| HGCNInput features=textual2020.08 | 89.2 | 96.1 | — | |
| HGCNCategory=Literal2021.08 | 89.2 | 91 | 96.1 | |
| HGCNType=Word-level2021.09 | 89.2 | 91 | 96.1 | |
| HGCNmodeling attribute information=false2023.05 | 88.8 | 91 | 95.9 | |
| RDGCNInput features=textual2020.08 | 88.6 | 95.7 | — | |
| RDGCNName=true, Attr.=false, Trans.=true, Sup.=30%2023.05 | 88.6 | 91.1 | 95.7 | |
| RDGCNcategory=Literal2022.10 | 87.3 | 90.1 | 95 | |
| RDGCNmodeling attribute information=false2023.05 | 87.3 | 90 | 95 | |
| RDGCNCategory=Literal2021.08 | 87.3 | 90.1 | 95 | |
| RDGCNType=Word-level2021.09 | 87.3 | 90.1 | 95 | |
| IBMEA2024.07 | 86.4 | 91.1 | 98.5 | |
| LightEA-Icategory=Iterative2022.10 | 86.3 | 90 | 95.9 | |
| UMAEAIterative strategy=true, Visual modality=true2023.07 | 85.7 | 90.4 | 98 | |
| MEAformerPara.=13.7M, Iterative protocol=true, Surface Form usage=w/o SF2022.12 | 84.5 | 89.4 | 97.6 | |
| MEAformer2024.07 | 84.5 | 89.4 | 97.6 | |
| PSNEA2024.07 | 84.4 | 89.1 | 98.2 | |
| Dual-AMNcategory=Iterative2022.10 | 84 | 88.8 | 96.5 | |
| MCLEA2024.07 | 83.4 | 88.5 | 97.5 | |
| PSR(semi)Category=Semi2021.08 | 82.8 | 87.4 | 95.2 | |
| UMAEAreproduced using official code=true2024.07 | 82 | 88.1 | 97.9 | |
| MCLEA*Para.=13.2M, Iterative protocol=true, Surface Form usage=w/o SF2022.12 | 81.1 | 86.5 | 95.4 | |
| MCLEAIterative strategy=true, Visual modality=true2023.07 | 80.8 | 86.7 | 96.3 | |
| LightEA-Bcategory=Basic2022.10 | 80.7 | 85.7 | 94.3 | |
| UMAEAIterative strategy=false, Visual modality=true2023.07 | 80.1 | 86.2 | 96.7 | |
| UMAEAIterative strategy=true, Visual modality=false2023.07 | 79.4 | 85.7 | 96 | |
| EVA2024.07 | 79.3 | 84.7 | 94.2 | |
| MRAEAcategory=Iterative2022.10 | 78.1 | 84.9 | 94.8 | |
| MRAEACategory=Semi2021.08 | 78.1 | 84.9 | 94.8 | |
| MRAEAType=Structure2021.09 | 78.1 | 84.9 | 94.8 | |
| JEANSCategory=Semi2021.08 | 76.9 | 82.7 | 94 | |
| JEANSType=Structure2021.09 | 76.9 | 82.7 | 94 | |
| EVA*Para.=13.3M, Iterative protocol=true, Surface Form usage=w/o SF2022.12 | 76.7 | 83.1 | 93.9 | |
| EVAIterative strategy=true, Visual modality=true2023.07 | 74.1 | 80.7 | 92.1 | |
| PSR(basic)Category=Basic2021.08 | 73.1 | 80.7 | 94.1 | |
| UMAEAIterative strategy=false, Visual modality=false2023.07 | 72.3 | 80.3 | 94.1 | |
| MCLEAIterative strategy=false, Visual modality=true2023.07 | 71.4 | 78.9 | 91.5 | |
| TransEdgecategory=Iterative2022.10 | 71 | 79.6 | 94.1 | |
| TransEdgeCategory=Semi2021.08 | 71 | 79.6 | 94.1 | |
| NAEAIterative protocol=true, Surface Form usage=w/o SF2022.12 | 67.3 | 75.2 | 89.4 | |
| NAEA2024.07 | 67.3 | 75.2 | 89.4 |