Do Vision-Language-Action Models Understand Instructions? A Mechanistic Interpretability Study on Language Grounding

Vision-Language-Action models are designed to generalise across environments and task descriptions, raising the question of whether their action generation actually depends on the language instruction, or whether they largely rely on visual cues and superficial correlations. Robustness to variance i