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adaptive inference 1agentic visual reasoning 1multimodal large language models 1reinforcement learning 1tool use adaptiveness 1

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cs.AI2026

RealUnify: Do Unified Models Truly Benefit from Unification? A Comprehensive Benchmark

Yang Shi, Yuhao Dong, Yue Ding +22

The integration of visual understanding and generation into unified multimodal models represents a significant stride toward general-purpose AI. However, a fundamental question rem…