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Dalian University of Technology, Shenzhen Loop Area Institute-Hong Kong Science and Technology Innovation Cooperation Zone
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LabRobFail reveals that a specialized vision-language model can boost robotic task success rates by up to 20% through enhanced failure understanding.
Existing agents excel at structured tasks but falter in feedback-driven operations and long-horizon workflows, revealing critical gaps in their capabilities for scientific instrument control.
