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Named Entity Recognition research benchmarks – Page 22 · SOTA2 Research

Named Entity Recognition

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

68.59F1 Score

4

Feb 26, 2026

79.62F1 Score

4

Feb 26, 2026

42.07F1 Score

4

Feb 26, 2026

74.29F1 Score

4

Feb 26, 2026

0.758F1 Score

4

Feb 26, 2026

CoNLL03 (train)

LD-Net (pruned)

4.86Latency (s)

4

Feb 26, 2026

SONAR 1.0 (10-fold cross val)

88F1 Score

4

Feb 26, 2026

MEANTIME Dutch Inner entities 1.0 (out-of-domain)

63.93F1 Score

4

Feb 26, 2026

MEANTIME Dutch Outer entities 1.0 (out-of-domain)

63.4F1 Score

4

Feb 26, 2026

Turkish NER Dataset

79Macro F1 (NER)

3

Jun 18, 2026

ClinicalEncoder26AM

85Char Recall

3

May 28, 2026

Gemini 1.5 Flash Lite

85.8Extraction Recall (Strict)

3

May 22, 2026

Neuroscience scientific literature (aggregated 3 papers)

3,689Total Entities Count

3

May 22, 2026

94.5F1 Score

3

Mar 19, 2026

Fully corrected

1,342Number of Mentions

3

Mar 4, 2026

34.17Precision

3

Feb 27, 2026

gliner_large-v2.5

59F1 Score

3

Feb 26, 2026

SciERC exact match (test)

68Micro-F1

3

Feb 26, 2026

Ben-Mordecai Hebrew NER corpus 2005 (test)

morph-Hybrid +FT+CharLSTM

86.93Precision

3

Feb 26, 2026

WikiANN Slovak (test)

77F1 (NFS)

3

Feb 26, 2026

WikiANN Swedish (test)

87N.F.S. F1

3

Feb 26, 2026

WikiANN Danish (test)

83F1 (NFS)

3

Feb 26, 2026

WikiANN Malayalam (test)

83N.F.S. F1

3

Feb 26, 2026

Nagamese (test)

0.951Strict Accuracy

3

Feb 26, 2026

NLM-Chem (unseen out-of-domain)

86.2Precision

3

Feb 26, 2026

Page 22 of 26

Popular datasets

Conll OntoNotes WikiAnn CrossNER i2b2

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