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MagicSelector achieves unprecedented tool retrieval accuracy by translating vague user instructions into precise subtasks, outperforming state-of-the-art methods.
Cross-device agents struggle significantly, with top performers only managing a 12.5% success rate in executing complex, multi-device tasks.