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Numerical Instability and Chaos: Quantifying the Unpredictability of Large Language Models

ArXiv CS.AI2d ago
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Researchers are uncovering how finite precision mathematics in large language models creates unpredictable behavior, a critical problem as LLMs are deployed in autonomous systems. Understanding these numerical instabilities is essential for building more reliable and trustworthy AI agents in production environments.

LLMs suffer from hidden numerical instability issues that make them unreliable.

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