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Papers Benchmarks Datasets Tasks

Relation Extraction research benchmarks – Page 11 · SOTA2 Research

Relation Extraction

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

82.85F1

3

Feb 26, 2026

78.53Precision

3

Feb 26, 2026

Posology n2c2 2018 (test)

96.7Macro F1

3

Feb 26, 2026

87.9Macro F1

3

Feb 26, 2026

Phan et al. 2021

88.9Macro F1

3

Feb 26, 2026

Asada, Miwa, and Sasaki 2020

84.1Macro F1

3

Feb 26, 2026

i2b2-Clinical (test)

69.1Macro F1

3

Feb 26, 2026

i2b2-Temporal (test)

73.6Macro F1

3

Feb 26, 2026

30.1AUC

3

Feb 26, 2026

46AUC

3

Feb 26, 2026

0.963Micro-F1

3

Feb 26, 2026

ADE 10-fold cross-validation v1 (test)

Joint NER and RE with Task-Specific BiRNNs

80.51Precision

3

Feb 26, 2026

BioNLP ST 2016 official scores (test)

419PR Metric Value

3

Feb 26, 2026

BioNLP ST 2016 official scores (dev)

160PR Score

3

Feb 26, 2026

52.37F1 Score

2

Feb 26, 2026

ADE Enriched with n2c2 standard (test)

BioBERT Relation Extraction model

89.19Precision

2

Feb 26, 2026

SemEval ScienceIE Task 10 2017 (test)

40.4Precision

2

Feb 26, 2026

60.8Precision

2

Feb 26, 2026

90.47Relation Strict F1

1

Feb 27, 2026

44.89F1 Score

1

Feb 26, 2026

38.39F1 Score

1

Feb 26, 2026

50.12F1 Score

1

Feb 26, 2026

FREDo in-domain 3-Doc

—

—Precision

0

Feb 26, 2026

FREDo in-domain (1-Doc)

—

—Precision

0

Feb 26, 2026

Page 11 of 11

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NYT TACRED SemEval ACE FewRel

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