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AI Agents Excel with Private Language over LoT

AI Agents Excel with Private Language over LoT

This arXiv paper introduces the Efficiency Attenuation Phenomenon (EAP), where AI agents in MARL develop inscrutable protocols outperforming human-like symbolic languages by 50.5% in navigation tasks. It challenges the Language of Thought (LoT) hypothesis, arguing optimal cognition relies on sub-symbolic computations. The findings bridge AI, cognitive science, and philosophy with ethics implications.

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