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Papers Benchmarks Datasets Tasks

Relation Extraction research benchmarks – Page 6 · SOTA2 Research

Relation Extraction

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

83.64F1 Score

10

Feb 26, 2026

Llama-3.2-3B GenTune

82.8Micro F1 Score (Positive Class)

10

Jun 23, 2026

ACE wl domain 2005 (test)

65.63Precision

10

Feb 26, 2026

0.587Micro F1 Score

10

Feb 26, 2026

63Micro-F1

10

Feb 26, 2026

74.8Micro-F1

10

Feb 26, 2026

75.4Micro-F1

10

Feb 26, 2026

67.5Micro-F1

10

Feb 26, 2026

71.1Micro-F1

10

Feb 26, 2026

NYT-570K long-tail (test)

81.8Hits@10 (Macro)

9

Feb 26, 2026

NYT-570K long-tail (<100 training instances) (test)

77.8Hits@15 (Macro)

9

Feb 26, 2026

TACREV v1.0 (full)

SURE-PEGASUS-large

0.833Micro F1

9

Feb 26, 2026

DialogRE V2 (test)

69.1F1 Score

9

Feb 26, 2026

93.9P@100

9

Feb 26, 2026

NYT All sentences 10 (test)

BGRU+STP+EWA+TL

87P@100

9

Feb 26, 2026

NYT Two sentences 10 (test)

BGRU+STP+EWA+TL

85P@100

9

Feb 26, 2026

NYT One sentence 10 (test)

BGRU+STP+EWA+TL

83P@100

9

Feb 26, 2026

NYT-Freebase held-out (test)

79P@100

9

Feb 26, 2026

74.71Accuracy

8

Jun 19, 2026

DNRTI-AUG-STIX2 (test)

SecureBERT+-BiGRU-CRF

98Precision

8

May 18, 2026

0.889Precision@100

8

Feb 26, 2026

83Precision@100

8

Feb 26, 2026

NYT Bag Size All 570K

94P@100

8

Feb 26, 2026

NYT Bag Size Two 570K

95P@100

8

Feb 26, 2026

ACE 2005 (351/80/80)

68.9Precision

8

Feb 26, 2026

Page 6 of 11

Popular datasets

NYT TACRED SemEval ACE FewRel

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