We specifically investigate the paragraph embedding method of<cite> Zhang et al. (2017)</cite> , which consists of a CNN-based encoder-decoder model paired with a reconstruction objective to learn powerful paragraph embeddings that are capable of accurately reconstructing long paragraphs.