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  • 论文公开站arXiv

    Rephrase Before You Act: Characterizing and Mitigating Language Sensitivity in Vision-Language-Action Models

    Vision-language-action models (VLAs) are strikingly sensitive to instruction phrasing and do not inherit the language robustness of the vision-language models they are built on. A one-word edit can move success by tens of points: $π_{0.5}$ turns on a LIBERO stove 100% of the time