If that average time is a mean time, then that would mean that you do have a significant number of people reading the entire article.
I would assume that people who are skimming the content, or just leaving straight away would only spend a couple of seconds, a minute max on the site.
Also, it is very interesting that the average time for people from Facebook is so much higher than all the others!