Ah, yes. Actually, if I understand the literature right, what we call `inverse_transform` is the original form of LSA: the reconstructed X_k is supposed to distribute the tf-idf weight of the actually occurring terms over their non-occurring near-synonyms (densifying in the process). I'll add it.