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Large Language ModelsAI Safety & AlignmentarXiv cs.CVPublished: Apr 17, 2026, 13:00 JST

New AI framework Chain of Modality fixes multimodal model paradox where single-input systems outperform multi-sensory ones

New AI framework Chain of Modality fixes multimodal model paradox where single-input systems outperform multi-sensory ones

Omni-MLLMs that integrate multiple sensory inputs underperform compared to unimodal baselines, revealing a critical flaw in current multimodal AI systems

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