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ResearchFormerly WizWand

Relation Extraction

Benchmarks

DatasetSOTA methodMetricTrendResultsLast updated

76Relation Strict F1

15

Apr 14, 2026

Transformer (+triplet classifier)

71.24Precision

15

Feb 26, 2026

57.02EM

14

May 12, 2026

Instruc-tUIE RE

27.33Relation Boundary F1

14

Feb 26, 2026

73.2Relation Strict F1

14

Apr 14, 2026

DialogRE 1.0 (test)

67.3F1

14

Feb 26, 2026

DialogRE 1.0 (dev)

68.3F1 Score

14

Feb 26, 2026

ACE out-of-domain cts 2005 (test)

74.53Precision

14

Feb 26, 2026

I2B2 Three-site experiment (test)

Centralized (Upper bound)

0.745Strict Micro F1

13

Feb 26, 2026

I2B2 Two-site experiment (test)

Centralized (Upper bound)

74.6Strict Micro F1

13

Feb 26, 2026

ZuCo (5-fold cross val)

83.26Precision

13

Feb 26, 2026

TACRED few-shot zero-shot

40.7F1 Score

13

Feb 26, 2026

SemEval few-shot zero-shot

81.5Accuracy

13

Feb 26, 2026

TACRED v1.0 (10% train)

SURE-PEGASUS-large

70.7Micro F1

13

Feb 26, 2026

TACRED 1% v1.0 (train)

63.7Micro F1

13

Feb 26, 2026

70.1F1 Score

13

Feb 27, 2026

90Macro F1

13

Feb 26, 2026

UFHealth Opioid Use Dataset

89.9F1 Score

12

Apr 9, 2026

n2c2 2022 (University of Washington)

84.1F1 Score

12

Apr 9, 2026

XFUND v1.0 (test)

0.64FUNSD Score

12

Feb 26, 2026

WIKIDATA one-shot (out-of-distribution)

66.66Precision

12

Feb 26, 2026

0.633Precision

12

Feb 26, 2026

TACRED One-shot

Semantic Rule Matcher

32.45Precision

12

Feb 26, 2026

LayoutLMv3_LARGE

90.81F1 Score

12

Feb 26, 2026

Re-TACRED (test)

65F1 Score

12

Feb 26, 2026