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Papers Benchmarks Datasets Tasks

Named Entity Recognition research benchmarks – Page 8 · SOTA2 Research

Named Entity Recognition

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

93.02F1 Score

12

Mar 19, 2026

Supervised BERT-NER

81.34F1 Score

12

Feb 26, 2026

OntoNotes Chinese 4.0

81.18F1 Score

12

Feb 26, 2026

CoNLL de 2003 (test)

74.82F1 Score

12

Feb 26, 2026

Chinese Resume (test)

96.66F1 Score

12

Feb 26, 2026

CoNLL Cased (test)

Devlin et al. 2019

92.8F1 Score

12

Feb 26, 2026

English-to-German en-de

Cross-Augmented

65.24F1 Score

12

Feb 26, 2026

English-to-Dutch en-nl

Cross-Augmented

74.61F1 Score

12

Feb 26, 2026

English-to-Spanish en-es

Cross-Augmented

75.93F1 Score

12

Feb 26, 2026

CoNLL 2003 Corrected (test)

94.28F1 Score

12

Feb 26, 2026

GermEval M3 metric - Outer NEs 2014 (test)

82.72Precision

12

Feb 26, 2026

90.4F1 Score (LeNER-br)

11

Jun 30, 2026

Proprietary French clinical dataset (test)

DoctoModernBERT-fr

79.12Precision

11

Jun 23, 2026

MasakhaNER Setswana 2.0

89.4Macro-F1 Score

11

Mar 24, 2026

MasakhaNER isiXhosa 2.0

89.9Macro F1

11

Mar 24, 2026

Mistral-7B-Instruct-v0.3

85Macro F1

11

Feb 26, 2026

92Macro F1

11

Feb 26, 2026

Payment Transaction Dataset 1.0 (test)

96.3Precision

11

Feb 26, 2026

Weibo and Boson (test)

41.35Weibo NER Score

11

Feb 26, 2026

90.6Macro-F1 Score

11

Mar 24, 2026

CoNLL-CW (test)

SubRegWeigh (K-means)

96.12F1 Score

11

Feb 26, 2026

CoNLL03 subset2

95Observed F1

11

Feb 26, 2026

CoNLL03 subset1

0.922Observed F1

11

Feb 26, 2026

93.2Observed F1

11

Feb 26, 2026

OntoNotes FG-8-PG-2 5.0 (test)

61.75A_T

11

Feb 26, 2026

Page 8 of 26

Popular datasets

Conll OntoNotes WikiAnn CrossNER i2b2

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