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  1. 21 Oct
    Hugging Face shows tokenizer revamp cut inference cost 77% in production grader

    Hugging Face previews results from a VocabX paper showing specialized vocabularies can reduce measured inference cost by 77% without changing the base model. They applied the method in a production Portuguese essay grader built on Qwen3-4B and changed the tokenizer to focus on token cost rather than frequency.

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