They are displaying the snippet and image the website is giving them for a preview.

But they're also prioritizing news sources with such snippets, which forces publishers to have them or lose traffic to competitors, because Facebook is taking advantage of a dominant position in the market.

That's what they're arguing about, it's literally the same thing that happened with Google news (and was negotiated) years ago.