It happened around 5 p.m. Wednesday evening at the intersection of Carew Street and St. James Avenue.
Springfield police say an officer was trying to pull over a stolen car, but the driver wouldn’t stop.
The chase finally ended by the State Police barracks on Armory Street when the driver and passenger got out of the car and tried to escape on foot.
Police were able to arrest the two men. Authorities are not releasing their names at this time.
No one was injured in the chase.