Before revision:  In light of these findings , we re-visit recently proposed methods to improve few-sample fine-tuning with BERT and re-evaluate their effectiveness.
After revision:  In light of these observations , we re-visit recently proposed methods to improve few-sample fine-tuning with BERT and re-evaluate their effectiveness.