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SotA/Knowledge Base/Data Integration/DBP15k zh-en

Data Integration on DBP15k zh-en

Metric: Hits@1 (higher is better)

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#Model↕Hits@1▼Extra DataPaperDate↕Code
1MEAformer0.973YesMEAformer: Multi-modal Entity Alignment Transfor...2022-12-29Code
2Unsup. MEAformer0.962YesMEAformer: Multi-modal Entity Alignment Transfor...2022-12-29Code
3MEAformer (w/o iter )0.948YesMEAformer: Multi-modal Entity Alignment Transfor...2022-12-29Code
4Unsup. MEAformer (w/o iter )0.917YesMEAformer: Multi-modal Entity Alignment Transfor...2022-12-29Code
5SEU0.9YesFrom Alignment to Assignment: Frustratingly Simp...2021-09-06Code
6PSR0.883YesAre Negative Samples Necessary in Entity Alignme...2021-08-11Code
7EMGCN0.863Yes--Code
8Dual-AMN0.861YesBoosting the Speed of Entity Alignment 10*: Dual...2021-03-29Code
9UMAEA (w/o surf)0.856YesRethinking Uncertainly Missing and Ambiguous Vis...2023-07-30Code
10MEAformer (w/o surf)0.847YesMEAformer: Multi-modal Entity Alignment Transfor...2022-12-29Code
11RREA(text)0.822YesRelational Reflection Entity Alignment2020-08-18Code
12Deep Graph Matching Consensus (L=10)0.8012YesDeep Graph Matching Consensus2020-01-27Code
13RREA0.801YesRelational Reflection Entity Alignment2020-08-18Code
14UMAEA (w/o surf & iter )0.8YesRethinking Uncertainly Missing and Ambiguous Vis...2023-07-30Code
15MEAformer (w/o surf & iter )0.771YesMEAformer: Multi-modal Entity Alignment Transfor...2022-12-29Code
16EVA0.761YesVisual Pivoting for (Unsupervised) Entity Alignm...2020-09-28Code
17MRAEA0.757No--Code
18HGCN-JE0.7203YesJointly Learning Entity and Relation Representat...2019-09-20Code
19JEANS0.719NoCross-lingual Entity Alignment with Incidental S...2020-05-01Code
20Deep Graph Matching Consensus0.7075NoDeep Graph Matching Consensus2020-01-27Code
21RDGCN0.7075YesRelation-Aware Entity Alignment for Heterogeneou...2019-08-22Code
22RDGCN0.6954YesA Critical Assessment of State-of-the-Art in Ent...2020-10-30Code
23GMNN0.6793YesDeep Graph Matching Consensus2020-01-27Code
24NAEA0.6501NoDeep Graph Matching Consensus2020-01-27Code
25BootEA0.6294NoDeep Graph Matching Consensus2020-01-27Code
26BootEA0.6294NoDeep Graph Matching Consensus2020-01-27Code
27Zero Shot0.594NoA Critical Assessment of State-of-the-Art in Ent...2020-10-30Code
28HyperKA0.572NoKnowledge Association with Hyperbolic Knowledge ...2020-10-05Code
29AliNet0.539NoKnowledge Graph Alignment Network with Gated Mul...2019-11-20Code
30MuGNN0.494NoMulti-Channel Graph Neural Network for Entity Al...2019-08-26Code
31MuGNN0.494NoMulti-Channel Graph Neural Network for Entity Al...2019-08-26Code
32AlignEA0.472NoMulti-Channel Graph Neural Network for Entity Al...2019-08-26Code
33GCN-Align0.433NoKnowledge Graph Entity Alignment with Graph Conv...2019-11-19Code
34JAPE0.4125NoJointly Learning Entity and Relation Representat...2019-09-20Code
35GCN-Align0.4125NoDeep Graph Matching Consensus2020-01-27Code
36JAPE0.412NoMulti-Channel Graph Neural Network for Entity Al...2019-08-26Code
37MTransE0.3083NoJointly Learning Entity and Relation Representat...2019-09-20Code
38MTransE0.308NoMultilingual Knowledge Graph Embeddings for Cros...2016-11-12Code