Make this sentence better readable: To solve this, we propose to decouple word vectors into their norm and direction, then compute the alignment-based similarity with the help of earth mover's distance.
To solve this, we propose to separate word importance and word meaning by decomposing word vectors into their norm and direction, then compute the alignment-based similarity with the help of earth mover's distance.