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ResearchFormerly WizWand

Few-shot Relation Extraction

Benchmarks

DatasetSOTA methodMetricTrendResultsLast updated

FewRel Biomedical domain 2.0 (test)

87.9Accuracy

36

Feb 26, 2026

90.3Accuracy (5-way 1-shot)

13

Feb 26, 2026

FewRel Domain Adaptation 2.0

HyperProto BERT+Pretrain

73.98Acc (5-way 1-shot)

8

Feb 26, 2026

FREDo cross-domain (3-Doc)

DL-MNAV_SIE+SBN

3.47Precision

4

Feb 27, 2026

FREDo cross-domain 1-Doc

2.3Precision

4

Feb 27, 2026

Best performing model

97.85F1 Score

1

Feb 27, 2026

7.06F1 Score

1

Feb 27, 2026

FS-TACRED (test)

Best performing model

12.39F1 Score

1

Feb 27, 2026

FewRel 2.0 (test)

Best performing model

89.81F1 Score

1

Feb 27, 2026