How to Slim Down a Word Document

For some bizarre reason, one of our important Word documents ballooned from 600K to 80 Megabytes. The document would compress nicely to an 8Meg zip file, but was taking up way too much space. I opened the document, selected all with Ctl-a, and pasted it into a new document. The new document was back to 600K. Go figure.