doc2vec is a sentence embedding extension of word2vec, also sometimes referred to as paragraph2vec. It came out of the same group at Google in the year following word2vec, 2014. doc2vec is a general embedding method capable of learning vector representations for pieces of texts: sentences, paragraphs, and also full documents.