STARE is a 4K-task benchmark showing multimodal LLMs perform near random chance on multi-step spatial simulation tasks such as cube net folding and tangrams, despite strong 2D transformation results.
Spatial ability for stem domains: Aligning over 50 years of cumulative psychological knowledge solidifies its importance.Journal of Educational Psy- chology, 101(4):817, 2009
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Unfolding Spatial Cognition: Evaluating Multimodal Models on Visual Simulations
STARE is a 4K-task benchmark showing multimodal LLMs perform near random chance on multi-step spatial simulation tasks such as cube net folding and tangrams, despite strong 2D transformation results.