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

0.5275Accuracy

Self-LLMDA

Updated 4d ago

Evaluation Results

Method	Links
Self-LLMDA 2024.04		0.5275
Self-LLMDA 2024.04		0.5
Self-LLMDA 2024.04		0.4948
Sentence Reorder 2024.04		0.4846
Word2vec Insert 2024.04		0.4836
Paragraph Shuffle 2024.04		0.4802
Paraphrase 2024.04		0.4802
Word Replace 2024.04		0.4798
Paragraph Shuffle 2024.04		0.477
Word Replace 2024.04		0.4762
Contextual Replace 2024.04		0.4762
Back Translation 2024.04		0.4739
Word Replace 2024.04		0.4736
Paraphrase 2024.04		0.4731
POS Augment 2024.04		0.4725
Char. Swap 2024.04		0.4708
POS Augment 2024.04		0.4706
Word Swap 2024.04		0.4704
Char. Perturb 2024.04		0.4702
Back Translation 2024.04		0.4702
BERT Subs. 2024.04		0.4687
Grammar Transform 2024.04		0.4681
Word Swap 2024.04		0.468
Grammar Transform 2024.04		0.4676
Char. Insert 2024.04		0.4669
Word Insert/Delete 2024.04		0.4659
Word Insert/Delete 2024.04		0.4658
Original 2024.04		0.4649
Grammar Transform 2024.04		0.4641
BERT Subs. 2024.04		0.4635
Sentence Reorder 2024.04		0.4635
Spell Error 2024.04		0.4634
Sentence Reorder 2024.04		0.463
Word Swap 2024.04		0.4625
Char. Perturb 2024.04		0.4625
Word Swap 2024.04		0.4621
Word2vec Subs. 2024.04		0.4617
Char. Subs. 2024.04		0.4611
GPT2 Insert 2024.04		0.4611
POS Augment 2024.04		0.4607
Char. OCR 2024.04		0.4602
Data Mix 2024.04		0.4602
Mask Predict 2024.04		0.4602
Char. Delete 2024.04		0.4601
Back Translation 2024.04		0.4597
GPT2 Insert 2024.04		0.4593
Word Insert/Delete 2024.04		0.4593
Char. OCR 2024.04		0.4591
Word Delete 2024.04		0.457
Mask Predict 2024.04		0.457
Data Mix 2024.04		0.4568
Word2vec Subs. 2024.04		0.4558
Back Translation 2024.04		0.4558
Word Delete 2024.04		0.4556
Contextual Replace 2024.04		0.4538
BERT Subs. 2024.04		0.4532
Char. Perturb 2024.04		0.4532
Back Translation 2024.04		0.4531
Char. Subs. 2024.04		0.4522
Word Swap 2024.04		0.452
Word2vec Insert 2024.04		0.4513
Char. OCR 2024.04		0.4511
Back Translation 2024.04		0.451
GPT2 Insert 2024.04		0.4507
Char. Delete 2024.04		0.4504
Paragraph Shuffle 2024.04		0.4502
Spell Error 2024.04		0.4497
Word Swap 2024.04		0.4493
Spell Error 2024.04		0.4485
Char. Swap 2024.04		0.4469
Char. Insert 2024.04		0.4461
Mask Predict 2024.04		0.446
Original 2024.04		0.4452
Word Delete 2024.04		0.4449
Word2vec Subs. 2024.04		0.4434
Original 2024.04		0.4413
Char. Swap 2024.04		0.4406
Char. Delete 2024.04		0.4402
Paraphrase 2024.04		0.4399
Data Mix 2024.04		0.4393
Contextual Replace 2024.04		0.4392
Word2vec Insert 2024.04		0.4378
Char. Subs. 2024.04		0.4325
Char. Insert 2024.04		0.4244