Moreover, a paragraph vector is embedded in the same space as word vectors though it can contain multiple topics and words with multiple senses.
doc2vec (Le and Mikolov, 2014) doesn't perform well on Information Retrieval as described in (Ai et al., 2016a) and (Roy et al., 2016).