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Few-shot Text Classification on 26 few-shot tasks Random -> Random transfer setting (test)

48.95Accuracy

Self-LLMDA

Updated 4d ago

Evaluation Results

Method	Links
Self-LLMDA 2024.04		48.95
Self-LLMDA 2024.04		48.83
Self-LLMDA 2024.04		46.64
Word Replace 2024.04		45.89
Word Swap 2024.04		45.79
POS Augment 2024.04		45.75
Sentence Reorder 2024.04		45.64
Grammar Transform 2024.04		45.53
Paragraph Shuffle 2024.04		45.41
Contextual Replace 2024.04		45.26
Contextual Replace 2024.04		44.76
Mask Predict 2024.04		44.64
Word Replace 2024.04		44.57
Word Insert/Delete 2024.04		44.46
GPT2 Insert 2024.04		44.44
Paragraph Shuffle 2024.04		44.43
Back Translation 2024.04		44.41
Word Swap 2024.04		44.3
Word Delete 2024.04		44.28
Word2vec Insert 2024.04		44.18
Original 2024.04		44.1
Paraphrase 2024.04		44.1
Word2vec Subs. 2024.04		44.06
Char. Perturb 2024.04		44.06
Paraphrase 2024.04		43.97
Back Translation 2024.04		43.95
Char. Swap 2024.04		43.89
Char. OCR 2024.04		43.83
BERT Subs. 2024.04		43.79
Grammar Transform 2024.04		43.75
Spell Error 2024.04		43.71
Sentence Reorder 2024.04		43.7
Char. Perturb 2024.04		43.68
Word Insert/Delete 2024.04		43.68
Word Swap 2024.04		43.63
Back Translation 2024.04		43.6
Word Swap 2024.04		43.54
Char. Delete 2024.04		43.52
Word Replace 2024.04		43.52
POS Augment 2024.04		43.49
Char. Subs. 2024.04		43.41
Word Delete 2024.04		43.41
Back Translation 2024.04		43.36
Sentence Reorder 2024.04		43.35
Char. Insert 2024.04		43.29
Char. Perturb 2024.04		43.27
Data Mix 2024.04		43.26
Paragraph Shuffle 2024.04		43.25
Word Swap 2024.04		43.24
Back Translation 2024.04		43.24
Grammar Transform 2024.04		43.24
POS Augment 2024.04		43.21
Back Translation 2024.04		43.2
BERT Subs. 2024.04		43.17
Mask Predict 2024.04		43.16
Char. Subs. 2024.04		43.08
Spell Error 2024.04		43.08
GPT2 Insert 2024.04		43.07
Word2vec Subs. 2024.04		43.07
Char. OCR 2024.04		43.02
Data Mix 2024.04		43.01
Char. OCR 2024.04		42.95
Word2vec Insert 2024.04		42.95
Word Insert/Delete 2024.04		42.95
Original 2024.04		42.92
BERT Subs. 2024.04		42.92
Char. Swap 2024.04		42.9
Char. Insert 2024.04		42.86
Word2vec Insert 2024.04		42.86
Paraphrase 2024.04		42.8
Char. Delete 2024.04		42.77
Word2vec Subs. 2024.04		42.76
Data Mix 2024.04		42.76
Original 2024.04		42.73
Spell Error 2024.04		42.71
Char. Subs. 2024.04		42.65
GPT2 Insert 2024.04		42.65
Word Swap 2024.04		42.63
Mask Predict 2024.04		42.59
Contextual Replace 2024.04		42.58
Char. Delete 2024.04		42.53
Char. Swap 2024.04		42.45
Char. Insert 2024.04		42.37
Word Delete 2024.04		42.02