Constructing a vocabulary is a fisrt step for any NLP tasks. How can we efficiently learn an optimal vocabulary for machine translation? In this blog, I will explain the VOLT algorithm from the paper Vocabulary Leaning via Optimal Transport for Neural Machine Translation, which was awarded the Best Paper at ACL 2021.