Not really sure but if i were to guess:
train falls to 0 but validation does not -->  classic overfitting
train doesn’t fall to 0 but validation does --> validation is a subset of training, possible data leakage
both fall to 0 —> the case you are saying that one class is solved easily while the other is not.