Hyphenate with "ed" or Not?

I am often confused as to whether or not I should use medium-sized or medium-size. I have finally decided to use medium-size without the ed. The following reference gives other examples:

bite-size appetizers; an economy-size package

The American Heritage Dictionary of the English Language: Fourth Edition