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Papers Benchmarks Datasets Tasks

Named Entity Recognition research benchmarks – Page 12 · SOTA2 Research

Named Entity Recognition

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

70.8Macro F1

8

May 13, 2026

94.1WF1

8

Feb 26, 2026

87.8Micro-F1

8

Apr 21, 2026

80.3Micro-F1

8

Apr 21, 2026

89.7Micro-F1

8

Feb 26, 2026

70.12F1 Score

8

Feb 26, 2026

CoNLL Typos 2003

83.64F1 Score

8

Feb 26, 2026

80.8Entity F1

8

Apr 14, 2026

NEMO Morpheme-level

86.65F1 Score

8

Feb 26, 2026

CoNLL 2012 (test)

Star-Transformer + Char + CRF

87.88F1 Score

8

Feb 26, 2026

CoNLL Dict 2003 (test)

83.34F1 Score

8

Feb 26, 2026

BC5CDR Small Dict (test)

76.18F1 Score

8

Feb 26, 2026

Wikigold String-Matching (test)

BOND + BA + CIR

45.55F1 Score

8

Feb 26, 2026

Webpage String-Matching (test)

66.67F1 Score

8

Feb 26, 2026

Twitter String-Matching (test)

49.12F1 Score

8

Feb 26, 2026

CoNLL-2003 German 2006 Revised (test)

Transformer-Linear (+DEV)

92.23F1 Score

8

Feb 26, 2026

BLURB NER tasks

0.865BC5dis F1

8

Feb 26, 2026

CoNLL-2002 (es, nl), CoNLL-2003 (de), Europeana Newspapers (fr), MSRA (zh) (test)

Enhanced Meta-Learning

76.75F1 Score (es)

8

Feb 26, 2026

Dutch NER CoNLL 2002

93.7F1 Score

8

Feb 26, 2026

CoNLL Spanish 2002 (dev)

charngram 1:6 + es-cluster

81.95Precision

8

Feb 26, 2026

CoNLL German 2003 (dev)

Faruqui and Padó

86Precision

8

Feb 26, 2026

26.3F1 Score

7

Jun 4, 2026

document-level 60/20/20 fold (test)

Union (any model)

3,866Selections

7

Jun 1, 2026

86.7Accuracy (FewNERD 8-way)

7

May 18, 2026

FiNER-139 (test)

39.53Micro Precision (µ-P)

7

May 11, 2026

Page 12 of 26

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