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Papers Benchmarks Datasets Tasks

Named Entity Recognition research benchmarks – Page 7 · SOTA2 Research

Named Entity Recognition

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

43.4Macro F1

13

May 18, 2026

I2B2 Three-site experiment (test)

Centralized (Upper bound)

85.2Strict Micro F1

13

Feb 26, 2026

I2B2 Two-site experiment (test)

Centralized (Upper bound)

86.4Strict Micro F1

13

Feb 26, 2026

ZuCo (10-fold cross validation)

91.28Precision

13

Feb 26, 2026

Both + Label Distillation

0.532F1 Score

13

Feb 26, 2026

Ben-Mordecai Corpora (BMC)

93.29F1 Score

13

Feb 26, 2026

69.78F1 Score

13

Feb 26, 2026

English-Spanish code-switching tweets (test)

Hierarchical Meta-Embeddings

69.17F1 Score

13

Feb 26, 2026

REGOBLIGATION (test)

91.3F1 Score

12

Apr 28, 2026

UFHealth Opioid use dataset

91.8F1 Score

12

Apr 9, 2026

n2c2 University of Washington (UW) 2022

87.6F1 Score

12

Apr 9, 2026

80.47CS NER Score

12

Mar 25, 2026

PubMed (non-IID)

Federated Controllable Text Generation with Refinement

87.39Macro F1

12

Mar 10, 2026

58.39F1 Score

12

Feb 26, 2026

Instruction-following IE Miscellaneous (test)

51.86F1 Score

12

Feb 26, 2026

Instruction-following IE Disambiguation (test)

37.75F1 Score

12

Feb 26, 2026

90.3Entity F1

12

Feb 27, 2026

Few-NERD Arxiv V6 (test)

56.491-shot INTRA Score

12

Feb 26, 2026

45.55F1 Score

12

Feb 27, 2026

31.02F1 Score

12

May 13, 2026

Weibo Chinese (test)

72.66F1 Score

12

Feb 26, 2026

43.95Precision

12

Feb 27, 2026

OntoNotes WB 5.0

68.58F1 Score

12

Feb 26, 2026

OntoNotes MZ 5.0

88.87F1 Score

12

Feb 26, 2026

90.93F1 Score

12

Feb 26, 2026

Page 7 of 26

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