Toploader’s Joe, 35, and ex-Steps star Claire, 33, must master the ballad Con Te Partiro.
Joe said: “It means Time To Say Goodbye in Italian – so it sounds like we’re going.”
X Factor champ Joe McElderry, 20, and Bucks Fizz star Cheryl Baker, 57, are paired for the other semi-final duet.
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