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MultiVENT-Raw: A Benchmark for Retrieval and Reasoning over Raw Videos

arXiv · AI, language, vision and robotics · article · Sep 23, 2026 · UTC

Online information is increasingly consumed in video format. Much of this comes in the form of *raw video*: continuous footage taken on a cell phone, with a hand-held camera, or via CCTV, which is then directly uploaded to social media platforms and content sharing services. Whereas professional or even amateur-edited footage tends to feature scripted speech, chyrons, graphics, and metadata that help contextualize its subject matter, raw video typically contains none of these things, making it a much more challenging medium for information retrieval and machine understanding. To facilitate pro

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