The first time I looked at semantic-UI, I honestly thought it was a joke. "Anything can be a <button>, just throw this class on it!" I see they've toned down their "just use divs and spans" examples a bit, but many of their examples are still terrible from an accessibility standpoint [1] and are anything but semantic.

[1]: http://semantic-ui.com/elements/label.html