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The Era of 1-bit LLMs-All Large Language Models are in 1.58 Bits

In this work,a 1-bit LLM variant,namely BitNet b1.58, in which every single parameter (or weight) of the LLM is ternary {-1, 0, 1}. It matches the full-precision (i.e., FP16 or BF16) Transformer LLM with the same model size and training tokens in terms of both perplexity and end-task performance, while being significantly more cost-effective in ...

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