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Evaluating Multimodal Narrative Understanding of Popular Hollywood Films

A benchmark of likely public-domain Hollywood films tests multimodal models on narrative understanding, finding vision-language models near chance and audio-visual models below human performance.

David Bamman, Kent K Chang, Allison Cooper, Juishan Hsu and 6 more

Paris Poster Session 1, Wed, Dec 9, 12:30 PM–2:30 PM, Paris Poster Hall · Published 2026

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AI panel: 12 of 20 reviewers recommend it
lenient 5/5
medium 5/10
strict 2/5