Entity Alignment on DBP15K JA-EN (test)
99.1Hits@1FGWEA
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| FGWEAName=true, Attr.=true, Trans.=true, Sup.=0%2023.05 | 99.1 | 99.4 | 99.8 | |
| MEAformerPara.=14.2M, Iterative protocol=true, Surface Form usage=w/ SF2022.12 | 99.1 | 99.5 | 100 | |
| MEAformerPara.=14.2M, Iterative protocol=true, Supervision type=Unsupervised (Surface)2022.12 | 98.7 | 99.2 | 99.9 | |
| MCLEA*Name=true, Attr.=true, Trans.=true, Sup.=30%2023.05 | 98.6 | 99.1 | 99.9 | |
| MCLEA*Para.=13.7M, Iterative protocol=true, Surface Form usage=w/ SF2022.12 | 98.6 | 99.2 | 99.9 | |
| MEAformerPara.=14.2M, Iterative protocol=true, Supervision type=Unsupervised (Visual)2022.12 | 98.5 | 99.1 | 100 | |
| FGWEAName=true, Attr.=false, Trans.=true, Sup.=0%2023.05 | 98.2 | 98.7 | 99.5 | |
| LightEA-Lcategory=Literal2022.10 | 98.1 | 98.7 | 99.7 | |
| LightEAName=true, Attr.=false, Trans.=true, Sup.=0%2023.05 | 98.1 | 98.7 | 99.7 | |
| EVA*Para.=13.8M, Iterative protocol=true, Surface Form usage=w/ SF2022.12 | 97.9 | 98.7 | 99.8 | |
| FGWEAName=true, Attr.=true, Trans.=false, Sup.=0%2023.05 | 97.8 | 98.8 | 99.2 | |
| MCLEA*Para.=13.7M, Iterative protocol=true, Supervision type=Unsupervised (Surface)2022.12 | 97.7 | 98.6 | 99.9 | |
| EVA*Para.=13.8M, Iterative protocol=true, Supervision type=Unsupervised (Visual)2022.12 | 97.7 | 98.5 | 99.7 | |
| EVA*Para.=13.8M, Iterative protocol=true, Supervision type=Unsupervised (Surface)2022.12 | 97.4 | 98.3 | 99.8 | |
| MCLEA*Para.=13.7M, Iterative protocol=true, Supervision type=Unsupervised (Visual)2022.12 | 97.4 | 98.4 | 99.9 | |
| BERT-INT*Name=true, Attr.=true, Trans.=false, Sup.=30%2023.05 | 96.4 | 97.5 | 99.1 | |
| SEUcategory=Literal2022.10 | 95.6 | 96.9 | 99.1 | |
| SEUName=true, Attr.=false, Trans.=true, Sup.=0%2023.05 | 95.6 | 96.9 | 99.1 | |
| CPL-OTName=true, Attr.=false, Trans.=true, Sup.=0%2023.05 | 95.6 | 97 | 98.3 | |
| SEU(w+c)Input=word + char features2021.09 | 95.6 | 96.9 | 99.1 | |
| FGWEAName=true, Attr.=false, Trans.=false, Sup.=0%2023.05 | 95.4 | 96.4 | 98.1 | |
| SEU(char)Input=char features2021.09 | 94.7 | 96.1 | 98.4 | |
| EASYcategory=Literal2022.10 | 94.3 | 96 | 99 | |
| EASYName=true, Attr.=false, Trans.=true, Sup.=0%2023.05 | 94.3 | 96 | 99 | |
| EASY†Iterative protocol=true, Supervision type=Unsupervised (Surface)2022.12 | 94.3 | 96 | 99 | |
| MSNEA*Para.=14.7M, Iterative protocol=true, Surface Form usage=w/ SF2022.12 | 94.2 | 95.8 | 98.6 | |
| UEDName=true, Attr.=false, Trans.=true, Sup.=0%2023.05 | 94.1 | — | — | |
| TEA-NSPmodeling attribute information=true2023.05 | 94.1 | 96 | 97.9 | |
| TEA-MLMmodeling attribute information=true2023.05 | 93.9 | 95 | 97.8 | |
| MSNEA*Para.=14.7M, Iterative protocol=true, Supervision type=Unsupervised (Surface)2022.12 | 93.3 | 95 | 98 | |
| MSNEA*Para.=14.7M, Iterative protocol=true, Supervision type=Unsupervised (Visual)2022.12 | 92.7 | 94.5 | 97.6 | |
| ICLEAName=true, Attr.=true, Trans.=false, Sup.=0%2023.05 | 92.4 | — | 97.8 | |
| EPEAType=Char-level2021.09 | 92.4 | 94.2 | 96.9 | |
| FGWEAName=false, Attr.=true, Trans.=false, Sup.=0%2023.05 | 92.2 | 94.2 | 97.4 | |
| DATTIName=true, Attr.=false, Trans.=true, Sup.=0%2023.05 | 92.1 | — | 97.1 | |
| RREAInput features=textual2020.08 | 91.8 | 97.8 | — | |
| PSR(lit)Category=Literal2021.08 | 90.8 | 93.9 | 98.7 | |
| Dual-AMNCategory=Literal2021.03 | 89.2 | 92.5 | 97.8 | |
| TEA-NSPmodeling attribute information=false2023.05 | 89 | 92 | 96.7 | |
| MRAEAInput features=textual2020.08 | 88.9 | 96.9 | — | |
| TEA-MLMmodeling attribute information=false2023.05 | 88.3 | 91 | 96.6 | |
| UMAEAIterative strategy=true, Visual modality=true2023.07 | 87.3 | 91.7 | 98.8 | |
| SEU(word)Input=word features2021.09 | 86.5 | 89.6 | 95.2 | |
| CEAmodeling attribute information=false2023.05 | 86.3 | — | — | |
| CEAType=Char-level2021.09 | 86.3 | — | — | |
| IBMEA2024.07 | 85.6 | 90.2 | 97.8 | |
| DGMCInput features=textual2020.08 | 84.8 | 89.7 | — | |
| SDEAmodeling attribute information=true2023.05 | 84.8 | 89 | 95.2 | |
| DGMCCategory=Literal2021.08 | 84.8 | — | 89.7 | |
| DGMCType=Word-level2021.09 | 84.8 | — | 89.7 | |
| MEAformerPara.=13.7M, Iterative protocol=true, Surface Form usage=w/o SF2022.12 | 84.2 | 89.2 | 97.4 | |
| MEAformer2024.07 | 84.2 | 89.2 | 97.4 | |
| FT-EAmodeling attribute information=true2023.05 | 83.2 | 87 | 93.4 | |
| LightEA-Icategory=Iterative2022.10 | 82.1 | 86.4 | 93.3 | |
| UMAEAIterative strategy=true, Visual modality=false2023.07 | 82 | 88 | 97.6 | |
| PSNEA2024.07 | 81.9 | 86.8 | 96.3 | |
| UMAEAIterative strategy=false, Visual modality=true2023.07 | 81.8 | 87.7 | 97.3 | |
| SelfKGName=true, Attr.=false, Trans.=false, Sup.=0%2023.05 | 81.6 | — | 91.3 | |
| MCLEA2024.07 | 81.2 | 86.5 | 95.2 | |
| MCLEAIterative strategy=true, Visual modality=true2023.07 | 80.7 | 86.7 | 96.3 | |
| BERT-INT(name)modeling attribute information=true2023.05 | 80.6 | 82 | 83.5 | |
| MCLEA*Para.=13.2M, Iterative protocol=true, Surface Form usage=w/o SF2022.12 | 80.6 | 86.1 | 95.3 | |
| UMAEAreproduced using official code=true2024.07 | 80.6 | 83.2 | 96.7 | |
| PSR(semi)Category=Semi2021.08 | 80.3 | 85.2 | 93.8 | |
| Dual-AMNCategory=Semi2021.03 | 80.1 | 85.5 | 94.9 | |
| Dual-AMNcategory=Iterative2022.10 | 80.1 | 85.5 | 94.9 | |
| CEA(Emb)modeling attribute information=false2023.05 | 78.5 | 83 | 90.5 | |
| AttrGNNName=true, Attr.=true, Trans.=false, Sup.=30%2023.05 | 78.3 | 83.4 | 92.1 | |
| AttrGNNmodeling attribute information=true2023.05 | 78.3 | 83 | 92.1 | |
| AttrGNNType=Char-level2021.09 | 78.3 | 83.4 | 92 | |
| RDGCNInput features=textual2020.08 | 76.7 | 89.5 | — | |
| RDGCNName=true, Attr.=false, Trans.=true, Sup.=30%2023.05 | 76.7 | 81.2 | 89.5 | |
| HGCNInput features=textual2020.08 | 76.6 | 89.7 | — | |
| HGCNCategory=Literal2021.03 | 76.6 | 81 | 89.7 | |
| HGCNCategory=Literal2021.08 | 76.6 | 81 | 89.7 | |
| HGCNType=Word-level2021.09 | 76.6 | 81 | 89.7 | |
| EVAIterative strategy=true, Visual modality=true2023.07 | 76.5 | 83.1 | 94.4 | |
| RDGCNCategory=Literal2021.03 | 76.3 | 81 | 89.7 | |
| RDGCNcategory=Literal2022.10 | 76.3 | 81 | 89.7 | |
| RDGCNmodeling attribute information=false2023.05 | 76.3 | 81 | 89.7 | |
| RDGCNCategory=Literal2021.08 | 76.3 | 81 | 89.7 | |
| RDGCNType=Word-level2021.09 | 76.3 | 81 | 89.7 | |
| LightEA-Bcategory=Basic2022.10 | 76.2 | 81.9 | 91.9 | |
| EVA2024.07 | 76.2 | 81.7 | 91.3 | |
| MRAEACategory=Semi2021.03 | 75.8 | 82.6 | 93.4 | |
| MRAEAcategory=Iterative2022.10 | 75.8 | 82.6 | 93.4 | |
| HGCNmodeling attribute information=false2023.05 | 75.8 | 81 | 88.9 | |
| MRAEACategory=Semi2021.08 | 75.8 | 82.6 | 93.4 | |
| MRAEAType=Structure2021.09 | 75.8 | 82.6 | 93.4 | |
| UMAEAIterative strategy=false, Visual modality=false2023.07 | 74.8 | 82.6 | 95.6 | |
| EVA*Para.=13.3M, Iterative protocol=true, Surface Form usage=w/o SF2022.12 | 74.1 | 80.5 | 91.8 | |
| GMNNInput features=textual2020.08 | 74 | 87.2 | — | |
| GMatchName=true, Attr.=false, Trans.=false, Sup.=30%2023.05 | 74 | — | 87.2 | |
| GM-AlignCategory=Literal2021.03 | 73.9 | — | 87.2 | |
| GM-Aligncategory=Literal2022.10 | 73.9 | — | 87.2 | |
| GM-AlignCategory=Literal2021.08 | 73.9 | — | 87.2 | |
| GM-AlignType=Word-level2021.09 | 73.9 | — | 87.2 | |
| JEANSCategory=Semi2021.08 | 73.7 | 79.8 | 91.4 | |
| JEANSType=Structure2021.09 | 73.7 | 79.8 | 91.4 | |
| Dual-AMNCategory=Basic2021.03 | 72.6 | 79.9 | 92.7 |