Yifan Hou

VLMs don't lack visual understanding of quantity, they just can't connect what they see to symbolic number representations, revealing a fractured magnitude space.

Multimodal LLMs often perform worse with more modalities because they struggle to jointly recognize and reason across modalities, a problem solvable with simple prompting strategies.