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Stop guessing how long LLM outputs will be – modeling the *distribution* of possible lengths slashes latency by 2x and boosts throughput by 40%.
LLMs can achieve state-of-the-art audio-visual segmentation without any training by using a multi-agent system that explicitly reasons about expression difficulty and validates segmentation results.
