What's the difference between train.py and finetune_qa.py

I'm trying to finetune ATLAS on HotPotQA with 4 80G A100 GPU. I'm wondering which script should I use to train the model. 

Also, am I correct in understanding that if I set the refresh interval as instructed in the README, I will basically get the same performance as in the paper?