Can Visual Generation Expand What Unified Multimodal Models Know?

Published 20 October 2026

A study finds that training multimodal models to generate images can transfer new visual knowledge to text-based answers, but the transfer is uneven. Textual and image–text alignment improve access to this knowledge, while important gaps between image and language understanding remain.