AINeutralarXiv – CS AI · 7h ago6/10
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SVoT: State-aware Visualization-of-Thought for Spatial Reasoning via Reinforcement Learning
Researchers propose SVoT, a reinforcement learning framework that enhances multimodal AI models' spatial reasoning by generating verifiable intermediate states and visualizations. The approach achieves up to 65% accuracy gains on out-of-distribution tests by explicitly modeling state transitions and verification processes, addressing a critical limitation in current large language models.