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Entity Alignment research benchmarks – Page 4 · SOTA2 Research

Entity Alignment

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

DBP EN-ZH 2.0 consolidated

24.1Precision

7

Feb 26, 2026

DBP ZH-EN 2.0 consolidated

31.2Precision

7

Feb 26, 2026

95.2Precision

7

Feb 26, 2026

Average OpenEA, SRPRS, DBP

0.688MRR

6

Jun 5, 2026

58.8MRR

6

Jun 5, 2026

0.722MRR

6

Jun 5, 2026

FB15K-YAGO15K monolingual (train)

70.5H@1

6

Feb 26, 2026

FB15K-YAGO15K monolingual (20% train)

32.7H@1

6

Feb 26, 2026

FB15K-DB15K monolingual (80% train)

77.3H@1

6

Feb 26, 2026

FB15K-DB15K monolingual (20% train)

43.4H@1

6

Feb 26, 2026

SPARS SRPRSEN_DE

0.997Hit@1

6

Feb 26, 2026

SPARS SRPRSEN_FR

99.6Hit@1

6

Feb 26, 2026

Background Ranking (BR)

0.231Precision

6

Feb 26, 2026

Background Ranking (BR)

0.265Precision

6

Feb 26, 2026

Background Ranking (BR)

25.1Precision

6

Feb 26, 2026

Background Ranking (BR)

31.4Precision

6

Feb 26, 2026

Background Ranking (BR)

24.1Precision

6

Feb 26, 2026

Background Ranking (BR)

31.2Precision

6

Feb 26, 2026

In-house heterogeneous knowledge graphs entity-pair (eval)

DRSD + Human Review

90.2Accuracy

5

Jun 23, 2026

92.3Hit@1

5

May 28, 2026

95.9Hit@1

5

May 28, 2026

0.464MRR

5

Feb 26, 2026

0.605MRR

5

Feb 26, 2026

0.656MRR

5

Feb 26, 2026

ICEWS-YAGO (test)

0.935Hits@1

4

Feb 26, 2026

Page 4 of 5

Popular datasets

DBP DBP15K SRPRS OpenEA FB15K-YAGO15K

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