Before revision:   Experimental results show that TNF significantly expedite the BERT pre-training and improve the model's performance on downstream tasks. TNF's training time is 60\\%DIF < less than BERT when reaching the same performance.
After revision:  Experimental results show that TNF 's training time is 60\\%DIF < less than BERT when reaching the same performance.