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Si-Qi Zeng

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#natural language process... Preprint Oct 2026

TRIAD: Benchmarking Omni-Modal Ambiguity in Multimodal Large Language Models

Ambiguity is a central feature of natural communication: a sentence, image, or sound may remain underspecified until evidence from the other channels is considered. Yet current multimodal benchmarks mostly test perception, recognition, or reasoning over already determinate inputs, leaving unclear whether omni-modal lar...

Zhaolu Kang, Yi-Di Wang, Yi-Le Li et al. · 0 citations

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