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Query quality improves by over 5% while reducing hard-failure rates by more than half, showcasing a novel approach to balancing efficiency and intent accuracy in on-device systems.
PILOT's proactive framework boosts recommendation system performance by over 40% in search efficiency and achieves up to 1.60% gains in core metrics, all without human oversight.
On-device LLMs can now drive real-time recommendation improvements, unlocking faster adaptation to evolving user intent without cloud reliance.
