The 15th-seeded Stephens made 35 unforced errors, 10 more than Halep, and simply could not hold serve, getting broken 6 of 9 times.
The match was tied at 4-4 in the first set when Halep took control by winning the next four games.
Halep reached the quarterfinals at Roland Garros for the first time.
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