Jev with Foresight: Safe Language-Guided Autonomous Driving via a Language World Model

Large language models understand passengers' driving commands, but as driving agents they reason in generated text for seconds and must infer each action's consequences implicitly from the scene.

ArXiv CS.RO2026-11-05