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Entity Matching research benchmarks · SOTA2 Research

Entity Matching

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

100F1 Score

30

Jun 30, 2026

Average (Febrl4, F.-Zagat, Bikes, eBooks, Movies)

91.2F1 Score

26

Jun 30, 2026

90.2F1 Score

26

Jun 30, 2026

89.5F1 Score

26

Jun 30, 2026

95.5F1 Score

26

Jun 30, 2026

100F1 Score

26

Jun 30, 2026

Walmart-Amazon (WA) (test)

95.7F1 Score

26

Jun 30, 2026

Amazon-Google (AG) (test)

94.5F1 Score

21

Feb 26, 2026

94.7F1 Score

17

Feb 26, 2026

81.7F1 Score

17

Feb 26, 2026

89.67F1 Score

14

Feb 26, 2026

WDC Products (test)

89.61F1 Score

13

Jun 30, 2026

98.4F1 Score

13

Feb 26, 2026

Toner 1% labeled train data (test)

97.2F1 Score

13

Feb 26, 2026

Skirt 1% labeled (test)

96.7F1 Score

13

Feb 26, 2026

Phone 10% labeled train (test)

0.949F1 Score

13

Feb 26, 2026

D-S2 1% labeled train data (test)

79.5F1 Score

13

Feb 26, 2026

I-A2 10% labeled train (test)

54.9F1 Score

13

Feb 26, 2026

D-S1 1% labeled train (test)

88.2F1 Score

13

Feb 26, 2026

D-A1 1% labeled train (test)

96.6F1 Score

13

Feb 26, 2026

I-A1 10% labeled (test)

96F1 Score

13

Feb 26, 2026

D-A2 1% labeled train (test)

80.3F1 Score

11

Feb 26, 2026

99.14F1 Score

10

Feb 26, 2026

DBLP-Scholar (D-S)

94.31F1 Score

10

Feb 26, 2026

Amazon-Google (A-G)

80.07F1 Score

10

Feb 26, 2026

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Popular datasets

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

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