arXiv:2611.10141v1 Announce Type: new Abstract: A language model that never had to forget would keep every document it has read and every turn it has spoken, and answer from any of it. This paper shows that two stock models can do that on unmodified weights by manipulating their geometry. Rotary attention turns each pair of key dimensions, a plane, at its own rate. The slow planes turn once in thousands of tokens and carry the address a query matches when it reads a far key; the fast planes turn once in a few tokens, and the order of the tokens inside a span is already written into its keys an
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arXiv · 计算与语言（cs.CL）
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收录：2026年11月11日 · 原文日期：2026年11月10日
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