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SepLLM: Accelerate LLMs by Compressing One Segment into One Separator

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GSM8K-CoTr.KV(%)MMLUr.KV(%)Vanilla77.3100.065.7100.0StrmLLM (n=380)71.447.563.452.5StrmLLM (n=256)68.626.062.137.7SepLLM (n=256)77.247.464.744.6

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