Your outputs can’t be interpreted as probabilities as they don’t sum to 1. Did you use CrossEntropyLoss? That includes a log_softmax layer. Try to normalize your outputs by running them through a softmax layer to have them sum to 1.
edit: softmax -> log_softmax