Articles are the core feature of wallabag. wallabag's content parser, named Graby gets the content from articles, and only the content.
When you mark an article as read, it gets out of the category « Unread » and gets puts in the « Archive » category.
Marking an article as favorite puts it in the « Favorite » category, making it easier to find it.