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Beyond Reproducibility: Token Probabilities Expose Large Language Model Nondeterminism

Fu, Tairan et al.
arXiv (All) · Papers
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artificial-intelligence
The execution of Large Language Models (LLMs) has been shown to produce nondeterministic results when run on Graphics Processing Units (GPUs), even when they are configured to produce deterministic results. This is due to the finite precision effects of the arithmetic operations, which depend on the
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