The stabbing happened just before midnight Wednesday evening on the stairwell of the SEPTA station at Broad and Hunting Park Streets in the Hunting Park section of Philadelphia.
Officials say the woman got into the fight with the two men slashing one of them. She then fled the scene.
The victim was taken to the hospital with non-life threatening injuries.