The pursuit started just before 10 p.m. in the Whittier area.
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Officers were attempting to pull over a stolen Kia Optima that was speeding, according to the CHP.
The pursuit ended in Sherman Oaks when two patrol cars crashed on the 405 Freeway off-ramp, near the intersection of Sepulveda and Ventura boulevards.
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Two officers were taken to the hospital with unknown injuries.
The CHP was able to detain at least two people from the stolen vehicle, authorities said.