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Papers Benchmarks Datasets Tasks

Few-shot Text Classification research benchmarks · SOTA2 Research

Few-shot Text Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

26 few-shot tasks Random -> Random transfer setting (test)

48.95Accuracy

84

Feb 26, 2026

26 few-shot tasks Non-Class -> Class transfer setting (test)

0.528Accuracy

84

Feb 26, 2026

26 few-shot tasks Class -> Non-Class transfer setting (test)

45.54Accuracy

84

Feb 26, 2026

26 few-shot tasks Class -> Class transfer setting (test)

54.98Accuracy

84

Feb 26, 2026

28.8Accuracy

57

Feb 26, 2026

Aggregated Text Datasets

2.73Accuracy Difference

35

Apr 20, 2026

GLUE SuperGLUE SNLI subsets (test)

93SST-2 Accuracy

12

Feb 26, 2026

0.698AUC-ROC

10

Feb 26, 2026

86.8Accuracy

9

Feb 26, 2026

87.9Accuracy

9

Feb 26, 2026

Distributional Signature suite (test)

90.5Amzn+ Score

6

Feb 26, 2026

Popular datasets

Tasks LAMA CNLL SciT Distributional Signature suite

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