Although the reconstruction objective can help the binary variable to endow with richer semantics, there is no loss that explicitly encourages the binary vectors to preserve the similarity information contained in the original continuous embeddings.
the model may lead to small reconstruction error but yield sub-optimal binary representations (Tissier et al., 2019).