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Jinhong Deng

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Preprint Jul 2026

HoloCount: A Holistic Visual Counting Benchmark for MLLMs

Through an exhaustive evaluation of over 20 state-of-the-art MLLMs, HoloCount reveals a critical performance gap: even top-tier models degrade significantly as tasks transition from perception to complex analytical reasoning and adverse scenarios.

Jinhong Deng, Limeng Qiao, Guanglu Wan · 0 citations