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Named Entity Recognition research benchmarks – Page 20 · SOTA2 Research

Named Entity Recognition

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

MIT movie English

52.21Macro F1 Score

4

Mar 27, 2026

MIT restaurant English

49.95Macro-F1

4

Mar 27, 2026

41.13Macro-F1

4

Mar 27, 2026

CrossNER literature

56Micro-F1

4

Feb 27, 2026

WebNLG partial match (test)

0.98Micro-F1

4

Feb 26, 2026

NYT partial match (test)

95.8Micro-F1

4

Feb 26, 2026

99.4Coverage

4

Feb 26, 2026

98.3Coverage

4

Feb 26, 2026

WikiNEuRal en (test)

98.5Coverage

4

Feb 26, 2026

59.58F1 Score

4

Feb 26, 2026

96.05F1 Score

4

Feb 26, 2026

XTREME-UP low-resource languages (test)

81.5F1 Score

4

Feb 26, 2026

PASCAL-C (test)

43NER

4

Feb 26, 2026

60F1 Score

4

Feb 26, 2026

Financial Datasets internal (test)

0.769BFW Score

4

Feb 26, 2026

6 languages All transfers

38.7F1 Score

4

Feb 26, 2026

6 languages (Same script split)

59.9F1 Score

4

Feb 26, 2026

6 languages Different script

33.5F1 Score

4

Feb 26, 2026

61.24Micro-F1

4

Feb 27, 2026

MIT Movie Review

63Micro-F1

4

Feb 27, 2026

JNLPBA Science-domain (test)

74.43Entity-level F1

4

Feb 26, 2026

70.16Precision

4

Feb 26, 2026

French WikiNER canonical (test)

92.9F1 Score

4

Feb 26, 2026

Dutch WikiNER canonical (test)

94.8F1 Score

4

Feb 26, 2026

CoNLL NL 2002 (test)

89.92F1 Score

4

Feb 26, 2026

Page 20 of 26

Popular datasets

Conll OntoNotes WikiAnn CrossNER i2b2

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