Officers were called to the 700 block of South Columbus Boulevard just before 12:30 a.m. Thursday for a suspicious driver.
After police stopped the vehicle, the driver and passenger fled on foot.
Police searched the vehicle and found two guns.
A K-9 unit searched the area, but the suspects remain at large.
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