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ENTITY Lifecycle-Optimal Tokenization: Vocabulary Size as a Deployment-Regime-Dependent Infrastructure Parameter

Lifecycle-Optimal Tokenization: Vocabulary Size as a Deployment-Regime-Dependent Infrastructure Parameter

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    LLM vocabulary size should adapt to deployment regime, study finds

    A new research paper proposes that the optimal vocabulary size for large language models (LLMs) is not fixed but depends on deployment conditions. The study formalizes total deployment cost, considering training and inf…