Mars is the lead singer for the band Phoenix.
Coppola directed the movies "The Virgin Suicides," "Lost in Translation" and "Marie Antoinette."
The couple are already the parents of a 3-year-old daughter named Romy.
People.com reported Wednesday that Mars confirmed the news of Coppola's second pregnancy to Chicago's WXRT radio station after a concert.
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