Black Swans

frapa

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What i do not understand is how they compute the vector for a paragraph at test time. I think the description is really vague. I understand that they keep the word vector and weight fixed and than they run more iterations of the optimization algorithm, until they have a paragraph vector. Is this correct? Can somebody clarify?