Seems like a variant of a Siamese network which uses binarized embedding vectors for predictions instead of the raw embedding vectors. What exactly is the novel

Seems like a variant of a Siamese network which uses binarized embedding vectors for predictions instead of the raw embedding vectors. What exactly is the novelty presented here?