实验结果相当令人印象深刻。REFRAG在大多数情况下实现巨大加速且准确性无损。在超长上下文的16倍压缩(k=16)下,REFRAG的TTFT比LLaMA快约16.5倍。k=32时TTFT达到约32.9倍LLaMA(≈30.85倍报告值),与论文声称的30.85倍加速基本吻合。困惑度和下游准确性基本保持不变。
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Abstract: In this paper, a novel low-complexity vector perturbation (VP) precoding is presented for multiple-input multiple-output (MIMO) systems with projection analysis (PA) assisted subspace ...