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"The Tale of Aragorn and Arwen" mentions that when Arwen visits Lorien after Aragorn's death it is deserted. The Elves have left. Presumably Elladan and Elrohir had also left Middle Earth by that time, because otherwise Arwen might have chosen to spend her last days with them.
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