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Papers Benchmarks Datasets Tasks

Relation Extraction research benchmarks – Page 10 · SOTA2 Research

Relation Extraction

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

PG-Fiction full (test)

76Positive-Class Micro-F1

4

Jun 23, 2026

Literature Benchmarks Biographical and PG-Fiction

SmolLM3-3B LitTune 0s

91.7Biographical F1

4

Jun 23, 2026

31.27Average F1

4

Jun 12, 2026

FREDo in-domain 3-Doc (test)

7.71Precision

4

Feb 27, 2026

FREDo in-domain 1-Doc (test)

6.26Precision

4

Feb 27, 2026

Chinese SDG reports

0.348Precision

4

Feb 26, 2026

72.91F1 Score

4

Feb 26, 2026

32.43F1 Score

4

Feb 26, 2026

48.79F1 Score

4

Feb 26, 2026

26RE Score

4

Feb 26, 2026

SemEval Task 12 2022 (test)

47.02Precision

4

Feb 26, 2026

SemEval Task 12 2022 (dev)

0.659Precision

4

Feb 26, 2026

FLEX official (test)

82.9Zero-shot Acc

4

Feb 26, 2026

LiLT [InfoXLM] BASE

62.76F1 Score

4

Feb 26, 2026

46.7Accuracy

4

Feb 26, 2026

GIDS-FB8K (test)

0.917AUC

4

Feb 26, 2026

BagRel-Wiki73K (test)

0.932AUC

4

Feb 26, 2026

PCNN+ATT+GloRE+

98Precision@100

4

Feb 26, 2026

65.9F1 Score

4

Feb 26, 2026

45.4Precision

4

Feb 26, 2026

ACE 2005 (out-of-domain average)

58.26Avg F1

4

Feb 26, 2026

SPHERE Mat. Sci. 1.0 (test)

69.92F1 (Hierarchical)

3

Mar 25, 2026

SPHERE Comp. Sci. 1.0 (test)

59.36Rel+ F1 (Hierarchical)

3

Mar 25, 2026

i2b2/VA 2010 (test)

76.4F1 Score

3

Mar 10, 2026

MIMIC-IV Demo v2.2 (test)

semantic NLP pipeline

81RE F1

3

Feb 26, 2026

Page 10 of 11

Popular datasets

NYT TACRED SemEval ACE FewRel

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