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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.
An 8B-parameter model outperforms a 631B-parameter flagship model in concrete barrier design, challenging assumptions about model size and performance.
