According to The Silmarillion, Middle-earth was originally located on a flat earth. But in the late Second Age, when Numenor was sunk and Valinor was removed from the earth, the world was made round. Here’s how Karen Wynn Fonstad illustrated the changes in her Atlas of Middle-earth:
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