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Named Entity Recognition research benchmarks – Page 13 · SOTA2 Research

Named Entity Recognition

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Fin. NER (test)

94.2F1 Score

7

Apr 28, 2026

60.2Macro-F1

7

Apr 23, 2026

89Micro-F1

7

Apr 21, 2026

DrugComb (Extended Evaluation)

95.1NER Accuracy

7

Mar 10, 2026

ADE exact match (10-fold cross val)

91.3Macro-F1

7

Feb 26, 2026

0.922Micro-F1

7

Feb 26, 2026

UlyssesNER (test)

88.9Micro-F1

7

Feb 26, 2026

GeoCorpus2 (test)

86.2Micro-F1

7

Feb 26, 2026

LeNER-BR (test)

91.4Micro-F1

7

Feb 26, 2026

Multiconer 2022 (test)

62.7English Score

7

Feb 26, 2026

NER (Named Entity Recognition) annotation projection dataset (test)

93.6ES Score

7

Feb 26, 2026

96.64F1 Score

7

Feb 26, 2026

70.83F1 Score

7

Feb 26, 2026

Ontonotes (dev)

79.74F1 Score

7

Feb 26, 2026

0.011CT

7

Feb 26, 2026

CrossNER Science

gliner_medium-v2.5

66.3Micro-F1

7

Feb 27, 2026

CrossNER Politics

gliner_large-v2.5

72.4Micro-F1

7

Feb 27, 2026

83.99F1 Score

7

Feb 26, 2026

MIT corpus Movie2 (test)

72.6Micro-F1

7

Feb 26, 2026

CLEF-Dis 2016 (test)

Span-based model

0.633F1 Score

7

Feb 26, 2026

Span-based model

83.2F1 Score

7

Feb 26, 2026

SoftLexicon (LSTM) + bichar

6.45Inference Speed (sentences/s)

7

Feb 26, 2026

SoftLexicon (LSTM)

6.1Throughput (sentences/s)

7

Feb 26, 2026

SoftLexicon (LSTM) + bichar

5.95Inference Speed (sentences/s)

7

Feb 26, 2026

SoftLexicon (LSTM)

6.15Inference Speed (sentences/s)

7

Feb 26, 2026

Page 13 of 26

Popular datasets

Conll OntoNotes WikiAnn CrossNER i2b2

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