Before revision:  The models fine-tuned in this unsupervised manner are more robust to noisy data and also achieve better  few-shot performance using 10 and 100 training examples .
After revision:  The models fine-tuned in this unsupervised manner are more robust to noisy data and also achieve better or comparable few-shot performance using 10 and 100 training examples .