The incident took place around 7:52 p.m. Wednesday near 510 Midland Avenue, said Yonkers Police Det. Sgt. Dean Politopoulos.
According to police, four men wearing ski masks used a gun to rob the cab driver and then fled.
Police said they don't have much information and that the incident is under investigation.
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