GetToThePoint
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Wrong loss criterion
You are using softmax + NLLLoss You should either use log_softmax + NLLLoss or softmax + CrossEntropyLoss https://discuss.pytorch.org/t/is-log-softmax-nllloss-crossentropyloss/9352