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  Method and Apparatus for Dynamically Reducing Logit Computation in Large Language
 
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  [This invention was inspired by the release of small LLMs such as Qwen coders having excessively large vocabulary sets and pretraining scopes and my remarks at
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  https://huggingface.co/Qwen/Qwen2.5-Coder-1.5B/discussions/6 ]
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  Method and Apparatus for Dynamically Reducing Logit Computation in Large Language
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  [This invention was inspired by the release of small LLMs such as Qwen coders having excessively large vocabulary sets and pretraining scopes and my remarks at
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  https://huggingface.co/Qwen/Qwen2.5-Coder-1.5B/discussions/6 ]
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