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In the 4th jupyter file named Word Window Classification and Neural Networks, I found something wrong. Specifically, in the class WindowClassifier, you has used self.softmax = nn.LogSoftmax(dim=1)in the output layer, then you don't need use CrossEntropyLoss() loss, you must use torch.nn.NLLLoss loss