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News/Accuracy Without Grounding: Diagnosing Visual Dependency Dissociation in Video LLM Benchmarks
arxiv
PublishedJuly 16, 2026 at 4:00 AM
—neutral

Accuracy Without Grounding: Diagnosing Visual Dependency Dissociation in Video LLM Benchmarks

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arXiv:2607.13305v1 Announce Type: cross Abstract: Benchmark accuracy in video large language models (LLMs) is often treated as evidence of visual understanding. We audit this assumption across twenty models spanning 2-78B parameters and ten architecture families. We introduce the Visual Dependency G

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