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Named Entity Recognition research benchmarks – Page 19 · SOTA2 Research

Named Entity Recognition

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

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

55.48F1 Score

5

Feb 26, 2026

CoNLL (>8192 tokens) (test)

92.06Micro F1

5

Feb 26, 2026

CoNLL (>4096 tokens) (test)

92.87Micro F1

5

Feb 26, 2026

CoNLL (>2048 tokens) (test)

93.25Micro F1

5

Feb 26, 2026

CoNLL ALL (test)

93.34Micro F1

5

Feb 26, 2026

GUM All (26) -> 512

95.55Micro F1

5

Feb 26, 2026

95.55Micro F1

5

Feb 26, 2026

TAB 600 chunks (test)

89.1Format Precision

4

Jul 3, 2026

Chinese Medical NER (test)

Adaptive Fusion

99.24Robustness

4

Jun 23, 2026

BC5CDR in-distribution

74.94F1 Score

4

Jun 12, 2026

NCBI in-distribution

75.63F1 Score

4

Jun 12, 2026

CoNLL2003 in-distribution

70.07F1 Score

4

Jun 12, 2026

CrossNER Science (held-out)

62.07F1 Score

4

Jun 12, 2026

CrossNER Politics (held-out)

68.55F1 Score

4

Jun 12, 2026

CrossNER Music (held-out)

60.59F1 Score

4

Jun 12, 2026

CrossNER Literature (held-out)

57.36F1 Score

4

Jun 12, 2026

In Distribution CoNLL2003 NCBI BC5CDR

72.8Average F1

4

Jun 12, 2026

CrossNER Held out AI Literature Music Politics Science

60.35Average F1

4

Jun 12, 2026

77.34micro-F1

4

Apr 3, 2026

81.1Micro F1 Score

4

Apr 3, 2026

SwissNER German

66.71Macro F1 Score

4

Mar 27, 2026

62.98Macro F1

4

Mar 27, 2026

46.57Macro F1

4

Mar 27, 2026

44.52Macro F1 Score

4

Mar 27, 2026

WNUT English 17

52.09Macro-F1

4

Mar 27, 2026

Page 19 of 26

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