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Current OmniLLMs stumble when processing real-world, long-form audio-visual content, achieving only ~35-65% accuracy on a new benchmark designed to test long-term memory and fine-grained understanding.
Stop guessing about AGV fleet management: LSMART offers a realistic, open-source simulator to benchmark MAPF algorithms in complex, lifelong scenarios, revealing the critical design choices that make or break performance.
Achieve state-of-the-art video face enhancement with VividFace, a one-step diffusion model that drastically cuts inference time while boosting perceptual quality and temporal consistency.