Question about frequently changing headlnes, article URLS and rel=canonical

We're a publisher producing many articles per day. Often times we'll update a developing story and the headline will change. The URL for the article reflects the article headline. So if the headline changes, the URL does too. My question is, should the rel=canonical always show the original URL or should it also change when the headline/url is updated. Thanks!