Russia is currently hosting the World Cup and Moscow is one of 11 Russian cities where tournament games are being played.
Preliminary information indicated the driver lost control of the vehicle.
Then he jumped out of his taxi and ran from the scene.
There were no immediate details on the severity of the pedestrians' injuries.
The accident took place not far from Red Square and Moscow's famous GUM shopping arcade.
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