Ah, thank you very much for the example, it is much clearer now. Because in my head, I was stuck with doing Softmax as the activation of my last layer (instead of leaving it as the logits) and absolutely wanted my network to apply the softmax and thus couldn’t do two labels at the same time given the dimension of the last layer.