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Revealing the Illusion of Joint Multimodal Understanding in VideoQA Models
We evaluate models on CLAVI and find that all models achieve high performance on multimodal shortcut instances, but most of them have poor performance on the counterfactual instances that necessitate joint multimodal understanding.
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