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LLMs may ace synthetic benchmarks, but they fumble the efficiency test in real-world cloud service scenarios, revealing a critical gap in their readiness for customer-facing applications.
Video fine-tuning boosts MLLMs' video smarts, but surprisingly dumbs them down on static images – a trade-off you can't simply brute-force away with more frames.
