corpus_vect_gensim = gensim.matutils.Sparse2Corpus(corpus_vect,
    documents_columns=False)
vocabulary_gensim = {}
for key, val in list(vect.vocabulary_.items()):
    vocabulary_gensim[val] = key
Использование векторизаторов и словарей scikit-learn с gensim