Entity Alignment on DBP15k zh-en

Metric: Hits@1 (higher is better)

LeaderboardDataset

Loading chart...

Results

Hide extra data

Sort:

#	Model↕	Hits@1▼	Extra Data	Paper	Date↕	Code
1	MEAformer	0.973	Yes	MEAformer: Multi-modal Entity Alignment Transfor...	2022-12-29	Code
2	Unsup. MEAformer	0.962	Yes	MEAformer: Multi-modal Entity Alignment Transfor...	2022-12-29	Code
3	MEAformer (w/o iter )	0.948	Yes	MEAformer: Multi-modal Entity Alignment Transfor...	2022-12-29	Code
4	Unsup. MEAformer (w/o iter )	0.917	Yes	MEAformer: Multi-modal Entity Alignment Transfor...	2022-12-29	Code
5	SEU	0.9	Yes	From Alignment to Assignment: Frustratingly Simp...	2021-09-06	Code
6	PSR	0.883	Yes	Are Negative Samples Necessary in Entity Alignme...	2021-08-11	Code
7	EMGCN	0.863	Yes	-	-	Code
8	Dual-AMN	0.861	Yes	Boosting the Speed of Entity Alignment 10*: Dual...	2021-03-29	Code
9	UMAEA (w/o surf)	0.856	Yes	Rethinking Uncertainly Missing and Ambiguous Vis...	2023-07-30	Code
10	MEAformer (w/o surf)	0.847	Yes	MEAformer: Multi-modal Entity Alignment Transfor...	2022-12-29	Code
11	RREA(text)	0.822	Yes	Relational Reflection Entity Alignment	2020-08-18	Code
12	Deep Graph Matching Consensus (L=10)	0.8012	Yes	Deep Graph Matching Consensus	2020-01-27	Code
13	RREA	0.801	Yes	Relational Reflection Entity Alignment	2020-08-18	Code
14	UMAEA (w/o surf & iter )	0.8	Yes	Rethinking Uncertainly Missing and Ambiguous Vis...	2023-07-30	Code
15	MEAformer (w/o surf & iter )	0.771	Yes	MEAformer: Multi-modal Entity Alignment Transfor...	2022-12-29	Code
16	EVA	0.761	Yes	Visual Pivoting for (Unsupervised) Entity Alignm...	2020-09-28	Code
17	MRAEA	0.757	No	-	-	Code
18	HGCN-JE	0.7203	Yes	Jointly Learning Entity and Relation Representat...	2019-09-20	Code
19	JEANS	0.719	No	Cross-lingual Entity Alignment with Incidental S...	2020-05-01	Code
20	Deep Graph Matching Consensus	0.7075	No	Deep Graph Matching Consensus	2020-01-27	Code
21	RDGCN	0.7075	Yes	Relation-Aware Entity Alignment for Heterogeneou...	2019-08-22	Code
22	RDGCN	0.6954	Yes	A Critical Assessment of State-of-the-Art in Ent...	2020-10-30	Code
23	GMNN	0.6793	Yes	Deep Graph Matching Consensus	2020-01-27	Code
24	NAEA	0.6501	No	Deep Graph Matching Consensus	2020-01-27	Code
25	BootEA	0.6294	No	Deep Graph Matching Consensus	2020-01-27	Code
26	BootEA	0.6294	No	Deep Graph Matching Consensus	2020-01-27	Code
27	Zero Shot	0.594	No	A Critical Assessment of State-of-the-Art in Ent...	2020-10-30	Code
28	HyperKA	0.572	No	Knowledge Association with Hyperbolic Knowledge ...	2020-10-05	Code
29	AliNet	0.539	No	Knowledge Graph Alignment Network with Gated Mul...	2019-11-20	Code
30	MuGNN	0.494	No	Multi-Channel Graph Neural Network for Entity Al...	2019-08-26	Code
31	MuGNN	0.494	No	Multi-Channel Graph Neural Network for Entity Al...	2019-08-26	Code
32	AlignEA	0.472	No	Multi-Channel Graph Neural Network for Entity Al...	2019-08-26	Code
33	GCN-Align	0.433	No	Knowledge Graph Entity Alignment with Graph Conv...	2019-11-19	Code
34	JAPE	0.4125	No	Jointly Learning Entity and Relation Representat...	2019-09-20	Code
35	GCN-Align	0.4125	No	Deep Graph Matching Consensus	2020-01-27	Code
36	JAPE	0.412	No	Multi-Channel Graph Neural Network for Entity Al...	2019-08-26	Code
37	MTransE	0.3083	No	Jointly Learning Entity and Relation Representat...	2019-09-20	Code
38	MTransE	0.308	No	Multilingual Knowledge Graph Embeddings for Cros...	2016-11-12	Code

#1MEAformerSOTA
0.973
Hits@1· Extra Data· 2022-12-29
MEAformer: Multi-modal Entity Alignment Transformer for Meta Modality Hybrid Code
#2Unsup. MEAformer
0.962
Hits@1· Extra Data· 2022-12-29
MEAformer: Multi-modal Entity Alignment Transformer for Meta Modality Hybrid Code
#3MEAformer (w/o iter )
0.948
Hits@1· Extra Data· 2022-12-29
MEAformer: Multi-modal Entity Alignment Transformer for Meta Modality Hybrid Code
#4Unsup. MEAformer (w/o iter )
0.917
Hits@1· Extra Data· 2022-12-29
MEAformer: Multi-modal Entity Alignment Transformer for Meta Modality Hybrid Code
#5SEUSOTA
0.9
Hits@1· Extra Data· 2021-09-06
From Alignment to Assignment: Frustratingly Simple Unsupervised Entity Alignment Code
#6PSRSOTA
0.883
Hits@1· Extra Data· 2021-08-11
Are Negative Samples Necessary in Entity Alignment? An Approach with High Performance, Scalability and Robustness Code
#7EMGCN
0.863
Hits@1· Extra Data
No paperCode
#8Dual-AMNSOTA
0.861
Hits@1· Extra Data· 2021-03-29
Boosting the Speed of Entity Alignment 10*: Dual Attention Matching Network with Normalized Hard Sample Mining Code
#9UMAEA (w/o surf)
0.856
Hits@1· Extra Data· 2023-07-30
Rethinking Uncertainly Missing and Ambiguous Visual Modality in Multi-Modal Entity Alignment Code
#10MEAformer (w/o surf)
0.847
Hits@1· Extra Data· 2022-12-29
MEAformer: Multi-modal Entity Alignment Transformer for Meta Modality Hybrid Code
#11RREA(text)SOTA
0.822
Hits@1· Extra Data· 2020-08-18
Relational Reflection Entity Alignment Code
#12Deep Graph Matching Consensus (L=10)SOTA
0.8012
Hits@1· Extra Data· 2020-01-27
Deep Graph Matching Consensus Code
#13RREA
0.801
Hits@1· Extra Data· 2020-08-18
Relational Reflection Entity Alignment Code
#14UMAEA (w/o surf & iter )
0.8
Hits@1· Extra Data· 2023-07-30
Rethinking Uncertainly Missing and Ambiguous Visual Modality in Multi-Modal Entity Alignment Code
#15MEAformer (w/o surf & iter )
0.771
Hits@1· Extra Data· 2022-12-29
MEAformer: Multi-modal Entity Alignment Transformer for Meta Modality Hybrid Code
#16EVA
0.761
Hits@1· Extra Data· 2020-09-28
Visual Pivoting for (Unsupervised) Entity Alignment Code
#17MRAEA
0.757
Hits@1
No paperCode
#18HGCN-JESOTA
0.7203
Hits@1· Extra Data· 2019-09-20
Jointly Learning Entity and Relation Representations for Entity Alignment Code
#19JEANS
0.719
Hits@1· 2020-05-01
Cross-lingual Entity Alignment with Incidental Supervision Code
#20Deep Graph Matching Consensus
0.7075
Hits@1· 2020-01-27
Deep Graph Matching Consensus Code
#21RDGCNSOTA
0.7075
Hits@1· Extra Data· 2019-08-22
Relation-Aware Entity Alignment for Heterogeneous Knowledge Graphs Code
#22RDGCN
0.6954
Hits@1· Extra Data· 2020-10-30
A Critical Assessment of State-of-the-Art in Entity Alignment Code
#23GMNN
0.6793
Hits@1· Extra Data· 2020-01-27
Deep Graph Matching Consensus Code
#24NAEA
0.6501
Hits@1· 2020-01-27
Deep Graph Matching Consensus Code
#25BootEA
0.6294
Hits@1· 2020-01-27
Deep Graph Matching Consensus Code
#26BootEA
0.6294
Hits@1· 2020-01-27
Deep Graph Matching Consensus Code
#27Zero Shot
0.594
Hits@1· 2020-10-30
A Critical Assessment of State-of-the-Art in Entity Alignment Code
#28HyperKA
0.572
Hits@1· 2020-10-05
Knowledge Association with Hyperbolic Knowledge Graph Embeddings Code
#29AliNet
0.539
Hits@1· 2019-11-20
Knowledge Graph Alignment Network with Gated Multi-hop Neighborhood Aggregation Code
#30MuGNN
0.494
Hits@1· 2019-08-26
Multi-Channel Graph Neural Network for Entity Alignment Code
#31MuGNN
0.494
Hits@1· 2019-08-26
Multi-Channel Graph Neural Network for Entity Alignment Code
#32AlignEA
0.472
Hits@1· 2019-08-26
Multi-Channel Graph Neural Network for Entity Alignment Code
#33GCN-Align
0.433
Hits@1· 2019-11-19
Knowledge Graph Entity Alignment with Graph Convolutional Networks: Lessons Learned Code
#34JAPE
0.4125
Hits@1· 2019-09-20
Jointly Learning Entity and Relation Representations for Entity Alignment Code
#35GCN-Align
0.4125
Hits@1· 2020-01-27
Deep Graph Matching Consensus Code
#36JAPE
0.412
Hits@1· 2019-08-26
Multi-Channel Graph Neural Network for Entity Alignment Code
#37MTransE
0.3083
Hits@1· 2019-09-20
Jointly Learning Entity and Relation Representations for Entity Alignment Code
#38MTransESOTA
0.308
Hits@1· 2016-11-12
Multilingual Knowledge Graph Embeddings for Cross-lingual Knowledge Alignment Code