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Few-shot Learning research benchmarks · SOTA2 Research

Few-shot Learning

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

82.62TREC Score

51

Mar 13, 2026

41.62Score

40

Feb 27, 2026

76Accuracy

24

Feb 26, 2026

CUB-200 5-shot (test)

93.76Accuracy

18

Feb 26, 2026

mini-ImageNet 5-shot (test)

86.44Accuracy

18

Feb 26, 2026

MedFMC-ChestDR (test)

0.764AUROC

15

Feb 26, 2026

LongBench Few-shot (test)

71.83Overall Score

8

Feb 26, 2026

74.9Avg Test Score

6

Feb 26, 2026

LongBench Few-shot Learning

61.34Accuracy

5

May 19, 2026

LongBench Samsum (test)

Llama 3.1 8B (Post-norm)

1.31Avg Accepted Draft Tokens per Round

4

May 12, 2026

97.1Acc (5w10s)

4

Feb 26, 2026

87.2FewRel Accuracy

3

Feb 26, 2026

—

—Primary metric

0

Feb 26, 2026

Popular datasets

LongBench ImageNet CUB ModelNet SUN

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