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Papers Benchmarks Datasets Tasks

Relation Extraction research benchmarks – Page 5 · SOTA2 Research

Relation Extraction

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

88.1Accuracy

12

Feb 26, 2026

87AUC

12

Feb 26, 2026

LiLT[InfoXLM] BASE

84.71ZH Score

12

Feb 26, 2026

TACRED Relabeled (test)

83.1F1 Score

12

Feb 26, 2026

TACRED Relabeled (dev)

0.819F1 Score

12

Feb 26, 2026

TACRED Original (dev)

73.1F1 Score

12

Feb 26, 2026

80.2F1 Score

11

Jun 4, 2026

COAE2016 and SKE2020 (test)

54.26COAE2016 Performance

11

Feb 26, 2026

81.19Precision

11

Feb 26, 2026

84.45F1 Score

11

Apr 14, 2026

revised TACRED (test)

84.1Micro-F1

11

Feb 26, 2026

BioInfer (test)

0.572Precision

11

Feb 26, 2026

Llama-3.2-3B GenTune

92.1Positive-Class Micro F1

10

Jun 23, 2026

Qwen2.5-0.5B GenTune

88.3Micro-F1 (Positive Class)

10

Jun 23, 2026

37.31F1 Precision

10

Jun 4, 2026

66.91F1 Score

10

Apr 10, 2026

65.36F1 Score

10

Apr 10, 2026

Google RE (test)

0.94F1 Score

10

Feb 26, 2026

Syntax-guided Graph Transformer

0.803F1 Score

10

Feb 26, 2026

83.1F1 Score

10

Mar 25, 2026

ChemDisGene All relationships (test)

SSR-PU+ATLOP+PubmedBert

48.56F1 Score

10

Feb 26, 2026

SemEval 2010 (test)

89.9Precision

10

Feb 26, 2026

Wiki-20m (test)

91.4AUC

10

Feb 26, 2026

62.2AUC

10

Feb 26, 2026

0.828F1 Score

10

Feb 26, 2026

Page 5 of 11

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NYT TACRED SemEval ACE FewRel

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