It's usually in the fashion of a set of light armor with a heavy armor shield. In Hadvar's case, he has the light Imperial Armor, but he also has a heavy Steel(or iron?) Shield. I also notice the Solitude blacksmith gives you a mixture of the two when you tell him you're a 'medium' fighter.
Will this level up both heavy and light armor? What are the advantages, if any, of doing this?