It all started just before 11 p.m. Thursday when the suspects were driving recklessly and, at one point, going the wrong way on the freeway.
They slammed into two other cars at Carmenita Road in Santa Fe Springs, Los Angeles County sheriff's officials said. No one was transported due to the collisions.
Deputies lost track of them, and they got away. Traffic was backed up for miles as authorities cleared the scene. The suspects were described as a man and a woman.