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Papers Benchmarks Datasets Tasks

Relation Extraction research benchmarks – Page 2 · SOTA2 Research

Relation Extraction

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

92.4Precision

32

Apr 3, 2026

Cross Entropy (CE)

61.5F1 Score

32

Feb 26, 2026

Zero-Shot RE WikiData (test)

KG-Reasoner with Qwen-2.5-7B

91.43Hits@1

31

Apr 15, 2026

Table-Sequence Encoders

75.8F1 Score

28

Jun 23, 2026

96.41F1 Score

27

Jun 18, 2026

88.3F1 Score

27

Feb 26, 2026

MTSamples (test)

Centralized fine-tuning

83.1Strict F1 Score

26

Feb 26, 2026

MIMIC-III (test)

Centralized fine-tuning

86.7Strict F1

26

Feb 26, 2026

UTP Two-site experiment (test)

LLaMA3-8B Centralized

0.924Strict Micro F1

26

Feb 26, 2026

ALBERT XXL (Avg. Aggr.), PFN

83.9Relation Strict F1

26

Jun 30, 2026

ChemProt (test)

83.64Micro F1

25

Feb 26, 2026

BioNLP ST k<=3 2016

2,191PR Score

25

Feb 26, 2026

BioNLP ST k<=2 2016

1,690PR Score

25

Feb 26, 2026

BioNLP ST k<=1 2016

1,172Raw Count/Score

25

Feb 26, 2026

BioNLP ST 2016 (k=0)

507Relation Count

25

Feb 26, 2026

MIMICause (test)

82.9Macro F1

24

Mar 30, 2026

NYT 520K (test)

92Precision@100

24

Feb 26, 2026

BioNLP ST 2011 (test)

99Precision

24

Feb 26, 2026

BioNLP ST 2013 (test)

99Precision

24

Feb 26, 2026

87.34Micro-F1

23

May 12, 2026

TACRED Original (test)

RoBERTa_LARGE + typed entity marker (punct)

74.6F1 Score

23

Feb 26, 2026

90.3F1 Score

23

Feb 26, 2026

NYT-Freebase (test)

92.3P@10

23

Feb 26, 2026

22.82Accuracy

22

Mar 27, 2026

ACE bc 2005 (test)

74.39Precision

22

Feb 26, 2026

Page 2 of 11

Popular datasets

NYT TACRED SemEval ACE FewRel

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