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This paper identifies that video-capable multimodal LLMs often appear to understand audio but actually rely on visual cues, a failure mode termed the audio-visual Clever Hans effect. It introduces Thud, an intervention-driven probing framework to diagnose this issue, and proposes an alignment recipe that improves audio-visual consistency by 28 percentage points.