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1-bit LLM performs similarly to full-precision Transformer LLMs with the same model size and training tokens but is much more efficient in terms of latency, memory, throughput, and energy consumption.

arxiv.org /abs/2402.17764
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The Era of 1-bit LLMs: ternary parameters for cost-effective computing

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