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What are recommended or commonly used likelihoods for TF-IDF observations in mixture models?

The below related questions ask about whether a Multinomial likelihood can be used (and if I understand correctly, the answer is yes), but my question concerns what should be used, not what can be used.

  1. How to use TFIDF-vectors with Multinomial Naive-Bayes?
  2. https://stackoverflow.com/questions/43237286/how-can-we-use-tfidf-vectors-with-multinomial-naive-bayes
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