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。

Hulkenberg has left Formula 1 twice - and twice he's come back. The first time, he was a promising rookie shuffled out of Williams at the end of 2010, returning a year later with Force India. The ...

Mary Brunkow, Fred Ramsdell and Shimon Sakaguchi are awarded the Nobel Prize in Physiology or Medicine 2025 for their ...

I'm lost, I can't find the way to the park. 我迷路了, 找不到去公园路了。 lost 是 lose 的过去分词, 意思是'丧失的、迷惑的、丢失'。 但转念一想, 现在手机上都有导航, 恐怕想迷路都很难了。所以, 在我们的日常生活中, I'm lost更有可能的意思是"思想上开小差, 走神了'。

Dog is the best at everyting. I wish I were as good as Dog. 狗狗做什么事情都是最好的，我希望我可以像狗狗一样厉害。 Actually... 实际上 ...