Categories Companies Research

Loading the SOTA2 catalog…

Explore

Categories Companies Research

Contribute

Join SOTA2 Contact

SOTA2

© 2026 SOTA2

Build in Bellevue, USA

WizWand is now SOTA2 Research

Papers Benchmarks Datasets Tasks

Named Entity Recognition research benchmarks – Page 4 · SOTA2 Research

Named Entity Recognition

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

WNUT 2016 (test)

55.8F1 Score

26

Feb 26, 2026

CoNLL English 2003 (dev)

CNN Large + fine-tune

96.9F1 Score

26

Feb 26, 2026

68F1 Score

25

Jun 8, 2026

I2B2 2010 (test)

0.72Micro F1

24

Feb 26, 2026

CoNLL KB-Matching 2003 (test)

94.6F1 Score

24

Feb 26, 2026

Cross-domain NER datasets out-of-domain

62.9AI NER Score

23

Feb 26, 2026

RoBERTa-BiLSTM-CRF + WOM

78.52F1 Score

23

Apr 23, 2026

SOTA (Lu et al., 2022)

87.6Micro-F1

22

May 13, 2026

88.79Entity F1

22

Apr 14, 2026

Our Proposed Variant

86.15F1 Score

21

Feb 27, 2026

German GermEval14 (test)

88.83F1 Score

21

Jun 2, 2026

BC2GM local evaluation (test)

87.62F1 Score

21

Feb 26, 2026

i2b2 2014 (test)

MASK-ClinicalBERT

98.6Precision

20

May 26, 2026

72.86F1 Score (NER)

20

May 13, 2026

Financial Named Entity Recognition

DeepSeek-R1-8B + NEFTune

91.2F1 Score (NER)

20

Jun 11, 2026

87.82F1 Score

20

Feb 26, 2026

91.05F1 Score (%)

19

May 21, 2026

76.2F1 Score

19

Apr 20, 2026

79.4F1 Score

19

Apr 20, 2026

79.4F1 Score

19

Apr 20, 2026

72.7F1 Score

19

Apr 20, 2026

73F1 Score

19

Apr 20, 2026

CoNLL English 2003 (val)

SubRegWeigh (Random)

97.3Micro-F1

19

Feb 26, 2026

MasakhaNER (test)

71.7F1 Score

19

Feb 26, 2026

CoNLL NER (test)

90F1 Score

19

Feb 26, 2026

Page 4 of 26

Popular datasets

Conll OntoNotes WikiAnn CrossNER i2b2

Follow for updates

Join SOTA2 Contact