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I see there are ways to combine word vectors to form documents by taking averages or weighted averages. However, as a result of averaging there is a loss of information. Are there ways to retain the word embeddings of a document as is and use it as an input to a classification algorithm?

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There are many options. Here are a couple of suggestions:

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