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Named Entity Recognition research benchmarks – Page 16 · SOTA2 Research

Named Entity Recognition

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

74.2Span-level micro-F1

6

Feb 26, 2026

87.4Micro F1 (span-level)

6

Feb 26, 2026

42.4Span-level Micro F1

6

Feb 26, 2026

SemEval restaurant 14

89.3span-level micro-F1

6

Feb 26, 2026

SemEval-14 laptop

81.6Span Micro-F1

6

Feb 26, 2026

73.2Span-level micro-F1

6

Feb 26, 2026

0.79Span Micro F1

6

Feb 26, 2026

German (de) (test)

75.33F1 Score

6

Feb 26, 2026

KBP 2017 (test)

79.2Precision

6

Feb 26, 2026

French WikiNER (test)

92.69Mention F1

6

Mar 19, 2026

CoNLL04 v1 (test)

Joint NER and RE with Task-Specific BiRNNs

89.78F1 Score

6

Feb 26, 2026

Linnaeus local evaluation (test)

88.5F1 Score

6

Feb 26, 2026

96.3F1 Score

6

Feb 26, 2026

NER Large Vocabulary

HashFree FastText

91.4NER Score

5

Jul 7, 2026

31.12F1p Score

5

Jun 4, 2026

MEN-Dataset (val)

86F1 (PERSON)

5

Jun 2, 2026

81Precision

5

May 13, 2026

ToxHabits (test)

59Precision

5

Apr 9, 2026

XLM-R + LGSE + LAPT

79.4F1 Score

5

Mar 25, 2026

XLM-R + LGSE + LAPT

79F1 Score

5

Mar 25, 2026

EMR Histology (test)

95F1-score

5

Mar 4, 2026

EMR Tumor (test)

90.6F1-score

5

Mar 4, 2026

EMR Tumor Grade (test)

92.5F1 Score

5

Mar 4, 2026

EMR Drug name (test)

93.2F1-score

5

Mar 4, 2026

EMR Surgery (test)

94.2F1-score

5

Mar 4, 2026

Page 16 of 26

Popular datasets

Conll OntoNotes WikiAnn CrossNER i2b2

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