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Tian-Nuo Yang

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#artificial intelligence Preprint Oct 2026

Visual Abstention in Unified Multimodal Models

Unified multimodal models (UMMs) integrate understanding and generation, yet their generative behavior is rarely governed by what they understand about the task. We formalize visual abstention: when a requested visual transformation is impossible under the task's rules, the model should recognize that no valid solution...

Chu-Fan Shi, Cheng Yang, Tian-Nuo Yang et al. · 0 citations

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