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October 13, 2025Open Access

Why Is Spatial Reasoning Hard for VLMs? An Attention Mechanism Perspective on Focus Areas

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The model's alignment of attention distribution with object locations is crucial for successful spatial reasoning.
ADAPTVIS enhances attention focus in contextually relevant regions, leading to significant benchmark improvements.
Observations reveal that familiar spatial relationships are more easily processed than unfamiliar ones.
The training-free method shows improvements on key benchmarks like WhatsUp and VSR without significant costs.

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This analysis reveals challenges in spatial reasoning for vision language models, suggesting attention strategies to improve accuracy.

Chen et al. (2025) studied this question.

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