Original:  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 .
Revised:  To solve this , we propose to separate word importance and word meaning by decomposing word vectors into their norm and direction then computing the alignment-based similarity with the help of earth mover's distance .
Edit intent: clarity