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Papers Benchmarks Datasets Tasks

Entity Matching research benchmarks – Page 2 · SOTA2 Research

Entity Matching

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

95.78F1 Score

10

Feb 26, 2026

97.2Precision

9

Apr 24, 2026

93.4Precision

8

Apr 24, 2026

DBLP-ACM DA (test)

100F1 Score

8

Feb 26, 2026

99.9F1 Score

7

Feb 26, 2026

99.7F1 Score

7

Feb 26, 2026

98.7F1 Score

7

Feb 26, 2026

D-S2 Dirty DBLP-Scholar

93F1 Score

7

Feb 26, 2026

D-A2 DBLP-ACM Dirty

96.1F1 Score

7

Feb 26, 2026

I-A2 iTunes-Amazon Dirty

77.1F1 Score

7

Feb 26, 2026

D-S1 Structured DBLP-Scholar

0.95F1 Score

7

Feb 26, 2026

D-A1 Structured DBLP-ACM

98.8F1 Score

7

Feb 26, 2026

iTunes-Amazon Structured I-A1

95.9F1 Score

7

Feb 26, 2026

86.6Precision

6

Apr 24, 2026

DBLP-Scholar (test)

Ditto (Benchmark set)

95.64F1 Score

5

Jun 30, 2026

DBLP-ACM (test)

Ditto (Benchmark set)

98.43F1 Score

5

Jun 30, 2026

77.5F1 Score

5

Mar 23, 2026

49.5F1 Score

5

Mar 23, 2026

45.5F1 Score

5

Mar 23, 2026

81.1F1 Score

5

Mar 23, 2026

75.58F1 Score

4

Feb 26, 2026

95.6F1 Score

4

Feb 26, 2026

98.99F1 Score

4

Feb 26, 2026

98.2F1 Score

4

Feb 26, 2026

100F1 Score

4

Feb 26, 2026

Page 2 of 3

Popular datasets

DBLP-Scholar DBLP-ACM iTunes-Amazon Amazon-Google Phone

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