Chemical reactions between liquid steel and slag are essential to steel production and refining. There are several projects that examine these reactions, including: inclusion evolution during refining of specialty steels, which occurs under conditions (e.g., higher temperatures, vacuum) that differ from low carbon steel processing; inclusion formation during solidification; and removal of nitrogen impurity via slag/metal reactions.