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Monday, 2 Nov 2026 · cs.CV · cs.CL · vision

Diagnosing the Reference Gap: What Visual Scaffolds Can and Cannot Fix in Multimodal Reasoning

Multimodal large language models can recognize visual content yet struggle to reason reliably over it across multiple steps.

By Guizhen Chen, Weiwen Xu, Wotao Yin et al · 1-minute read

Explainer · on the wire

The explainer for this story is still on the wire.

The claim, the mechanism, and the figures land here once generated.

Source · arXiv

arxiv.org/abs/2610.39419cs.CV · cs.CL

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