Before revision:  Secondly, a new  method is proposed to evaluate the performance of a model on a validation set so as to select the best checkpoint for testing.
After revision:  Secondly, a new online method is proposed to evaluate the performance of a model on a validation set so as to select the best checkpoint for testing.