A new paper introduces the Multi-Modal Industrial Open Dataset (MMIO) and a Refined Text-Visual Prompt (RTVP) aimed at enhancing zero-shot learning for industrial defect detection using large visual language models. This development addresses the challenges of applying LVLMs in industrial settings and could significantly improve object segmentation performance in these scenarios.