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AR's increasing integration into daily life is creating a ripe attack surface: current vision-language models struggle to detect and reason about contradictory virtual content, leaving users vulnerable to manipulation.
A unimodal LLM can effectively guide a multimodal VLM's text generation, suggesting a scalable path to enhance existing LLMs with multimodal capabilities.