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: By reducing the number of tokens generated, it speeds up the inference process and reduces computational costs. Existing models can be adapted to this framework through parameter-efficient fine-tuning. Recommended Tools to Open .ZIP Files open2zip

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: It allows LLMs to dynamically adjust their token vocabulary during inference. It uses a tokenizer based on the Lempel-Ziv-Welch (LZW) compression algorithm to combine standard tokens into reusable "hypertokens" on the fly.

is a research framework designed to improve the efficiency and speed of Large Language Models.

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