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

Jae Joong Lee

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 paramete…