Rethinking Language's Role in Efficient VLA for Autonomous Vehicles: Toward Smarter, Trustworthy Driving
The Language Residue taxonomy is introduced to organize methods by their inference-time use of language: train-time-only supervision, latent non-textual reasoning, conditional invocation, and full per-frame generation.