Ya Guo

Ant Group

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Eval Frameworks & Benchmarks (1)Multimodal Models (1)Speech & Audio (1)

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Zixuan Chen (1)Depeng Wang (1)Hao Lin (1)Li Luo (1)

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Apr 15, 2026

2w ago·also Ant Group, CUHK

AVID: A Benchmark for Omni-Modal Audio-Visual Inconsistency Understanding via Agent-Driven Construction

Omni-modal LLMs can ace captioning and QA, but AVID reveals they're surprisingly bad at spotting audio-visual inconsistencies in videos, a crucial skill for trustworthy AI.

Zixuan Chen, Depeng Wang, Hao Lin +6

Eval Frameworks & Benchmarks Multimodal Models Speech & Audio

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Ya Guo

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