Captain Alun Wyn Jones and flanker Josh Navidi rue Wales indiscipline late on that helped France deny them a Grand Slam in Paris.
The hosts fought back from 30-20 down to win 32-30 in a dramatic finish. It means France now have a chance to win the tournament when they take on Scotland in Paris on Friday.
Read more: Galthie accuses Wales over red card
Watch more: Highlights - France 32-30 Wales