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Yes it works for any document size. You must have not have prepared your dataset in the right format or you might have chosen a large learning rate. Also if you choose ReLU as the activation for the inference network for q_theta, make sure you normalize the bag of words input by setting the option bow_norm to 1.
Is it applicable for short reviews? Minimum how many words must be there in a review for the model to run excluding the stopwords.
I am getting nan as loss since my output tensor from q_theta is a tensor full of nan.
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