VLADriveBench: Evaluating CoT-Action Relationship in VLA for Autonomous Driving

Thach Nguyen, Danhua Guo, Tom Lampo +2

Vision-language-action (VLA) models generate chain-of-thought (CoT) reasoning alongside driving trajectories, but existing benchmarks evaluate only trajectory quality and do not as…