AIBullisharXiv – CS AI · 14h ago7/10
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LAST: Leveraging Tools as Hints to Enhance Spatial Reasoning for Multimodal Large Language Models
Researchers introduce LAST, a framework that enhances multimodal large language models' spatial reasoning by integrating specialized vision tools through an interactive sandbox interface. The approach achieves ~20% performance improvements over baseline models and outperforms proprietary closed-source LLMs on spatial reasoning tasks by converting complex tool outputs into consumable hints for language models.