Can I create a topic model (such as LDA) from the output of doc2vec model?

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I did document similarity on my corpus using Doc2Vec and it outputting not that good of similarities. I was wondering if I could do a topic model from what Doc2Vec is giving me to increase the accuracy of my model in order to get better similarities?

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