Spatial understanding in multimodal LLMs plateaus quickly as training data grows, and position encoding in the visual encoder is the more influential factor.
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Why Do MLLMs Struggle with Spatial Understanding? A Systematic Analysis from Data to Architecture
Spatial understanding in multimodal LLMs plateaus quickly as training data grows, and position encoding in the visual encoder is the more influential factor.