Where a New Concept Must Enter: Entry Point Gates Cross-Task Usability in Unified Multimodal Models

Zongyang Qiu, Yihan Wu, Kaixuan Fan +2

Unified multimodal models (UMMs) are motivated by the hope that understanding and generation reinforce each other but controlled ablations repeatedly find that adding a generation…