Without the softmax the output would contain logits. I don’t know, is that’s what “cross entropy value” would refer to.
Could you explain a bit, what you mean by this?
It will not contain the cross entropy (loss) between the output and target, as this will be returned by nn.CrossEntropyLoss itself.