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Dern, 38, and Harper, 36, have two children together, a 4-year-old son and a 1-year-old daughter.
The couple met at one of his concerts in the fall of 2000 while he was separated from his wife of four years, Joanna. (They divorced in 2001.) His children with Joanna – son Charles and daughter Harris – visit him often.
At the time she and Harper met, Dern was rebounding from a broken relationship with former-fiance Billy Bob Thornton.
She most recently appeared in the films Happy Endings and We Don't Live Here Anymore.
JOSH & FERGIE: ROCKED BY SCANDAL
Did he cheat with a stripper?
Married less than a year, the couple denies an Atlanta woman’s claims that she and Josh had a fling
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