What is a slug line all about in copy reading and headline writing?

A Slug in journalism is a name or reference to a work.

Here is a use of the Word form a journalism course assignment:
"As you will learn, each assignment should have a name only eight characters long or less. As in "fire." (That "name" also is called a slug in the journalism business.)"
quote source: http://bit.ly/nQN68