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College of Economics and Management, Zhejiang Normal University
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Persistent storage can vary by over 15x even among LLM agents achieving identical task accuracy, revealing a hidden cost of agent evaluation.
Executable SOP programs can boost performance by up to 16 points in procedural tasks, revealing a stark divide in effectiveness between strong and weak models.
