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VLMs exhibit distinct failure modes under physical visual stress, revealing that traditional accuracy metrics can mask critical vulnerabilities in embodied AI systems.
Open-source models can now rival GPT-4 in spatial reasoning, thanks to a novel two-stage training framework that grounds LLMs in topological anchors.
