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Even state-of-the-art streaming VLMs miss crucial fast-paced events in real-world video, scoring below 51% on a new high-dynamic benchmark.
Current MLLMs falter in multi-stream contexts, achieving only 50% effectiveness, revealing a critical gap in their design for real-world applications.
