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code for our EMNLP 2017 paper "DOC: Deep Open Classification of Text Documents"

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I tried to mix some negative samples when training my classifier under your framework. However, the validation accuracy drops from **94%** to **61%.** Should I never do that? Is it...

Dear leishu: When I reproduce the code using pytorch, I find that the result of 20news is lower under the 25% setting. I guess it is caused by inconsistent data...