Thanks for the reply!
Let me make it clear. It is kind of active learning. I train the model (A) over training dataset (D)  and I want to add new instance to the training dataset to retrain it again!
To do that, I need to retrain the A over each instance from other dataset  (B) and evaluate on the validation dataset to choose the best one in order to put it in the training dataset (D).