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Same Text, Different Prediction: Serving-Context Nondeterminism in Text Classifiers

arXiv:2610.09111v1 Announce Type: new Abstract: Deterministic inference is essential for reliable and trustworthy machine learning. Prior studies of text generation have shown that changing factors such as batch size, batch composition, hardware, or inference engine can alter the generated text, ev…

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  1. 2026-10-08 04:00 · arXiv cs.CL
    Same Text, Different Prediction: Serving-Context Nondeterminism in Text Classifiers

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