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Papers Benchmarks Datasets Tasks

Relation Extraction research benchmarks – Page 8 · SOTA2 Research

Relation Extraction

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

FewRel 10-way 10-shot (test)

95.82Top-1 Accuracy

7

Feb 26, 2026

DWIE official (test)

62.85RE Score

7

Feb 26, 2026

50.8AUC

7

Feb 26, 2026

WIKIDISTANT (test)

VAE-DSRE (Gaussian prior)

30.59AUC

7

Feb 26, 2026

NYT10 570K non-filtered (test)

VAE-DSRE (KB prior)

45.52AUC

7

Feb 26, 2026

77.5ChemProt F1

7

Feb 26, 2026

ADE 10-fold cross-validation

83.2Macro F1

7

Feb 26, 2026

SemEval-2010 Task 8 single-model (test)

87.1F1 Score

7

Feb 26, 2026

NYT11-plus (test)

46.6Precision

7

Feb 26, 2026

34.15F1 Score

6

Jun 30, 2026

42.04F1 Score

6

Jun 30, 2026

87Precision

6

Mar 10, 2026

TACRED 10% (train)

0.658Precision

6

Feb 26, 2026

TACRED 1% (train)

73.8Precision

6

Feb 26, 2026

ACE04 exact match (5-fold cross val)

62.5Micro-F1

6

Feb 26, 2026

WebNLG partial match (test)

0.936Micro-F1

6

Feb 26, 2026

NYT partial match (test)

92.4Micro-F1

6

Feb 26, 2026

Qwen3-4B, hybrid

27.6F1 Score

6

Feb 26, 2026

LayoutLMv3_LARGE

98.6F1 Score

6

Feb 26, 2026

42.13Micro-F1

6

Feb 27, 2026

74.43Ignored F1

6

Feb 26, 2026

69.75Ignored F1

6

Feb 26, 2026

59.58Ignored F1

6

Feb 26, 2026

0.534AUC

6

Feb 26, 2026

FewRel 2.0 (test)

0.884Acc (5-way 1-shot, 0.15 Thr)

6

Feb 26, 2026

Page 8 of 11

Popular datasets

NYT TACRED SemEval ACE FewRel

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