blissfish

From this post: "A scouring pad will remove most burned bits. However, if the accumulation is heavy, like excessive oil, then a thorough sanding with a hard abrasive, like emery paper, may be necessary. An electric belt sander will work well to clean the stone."

So, belt sander, orbital sander...your orbital will probably give you a finer finish, so I'd go for it.