This happened at the Queens Plaza subway station in Long Island City on Friday just before midnight.
The 22-year-old victim was taken to Weill Cornell Medical Center to be treated for a cut on her calf.
Investigators say the suspect was last seen getting off at the Court Square-23rd street station.
It is unclear if the victim knew her attacker.
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