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arXiv cs.CL· Yunlong Xu·· 12 小时前AI 评分39

研究:记忆桥接的语言模型会把同伴记忆当成自己的

Mine or Yours? Mind-Bridged Language Models Take Each Other's Memories as Their Own

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研究者用同一语言模型的两个副本构建"记忆桥接"实验:接收方副本可直接读取同伴的内部记忆,结果在同伴记忆权重加倍时,97%的回答把同伴被分配的规则说成自己的,无桥接时为零。等权重下约半数回答发生误认,而访问增益匹配的引导向量和以同伴名义传入的文本消息均未造成误认。切断桥接后接收方恢复自身规则,说明叠加在自身记忆上的内容默认被归为"我的"。

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Abstract:If your brain were connected directly to someone else's, would you still know which thoughts were yours? We build a functional version with two copies of one language model: each holds a private rule and code word, and one copy, the receiver, also attends to its partner's internal memory. The receiver took its partner's assignment as its own. Asked which rule it had been assigned, it named its partner's in 97% of answers when the partner's memory was weighted double (none without the link), and its open reports called the partner's code word its own, never the partner's. Ownership did not follow how well the receiver could tell what its partner had been assigned. At equal weight, the link made the receiver take its partner's rule in about half of its answers, and a steering vector matched on access gain in none; a text message introduced as the partner's was read correctly and never taken as the receiver's own. Writing the partner's name into its memory did not help, and cutting the link restored the receiver's own assigned rule. In this model, content laid over the receiver's own memory defaults to "mine", so systems that let models exchange internal states must test ownership as well as transfer, and a bridge between brains would need ground truth from outside the subject.
Comments: 35 pages, 6 figures. Code and protocols: this https URL
Subjects: Computation and Language (cs.CL); Artificial Intelligence (cs.AI)
Cite as: arXiv:2610.33020 [cs.CL]
  (or arXiv:2610.33020v1 [cs.CL] for this version)
  https://doi.org/10.48550/arXiv.2610.33020

arXiv-issued DOI via DataCite

Submission history

From: Yunlong Xu [view email]
[v1] Thu, 8 Oct 2026 17:22:04 UTC (3,550 KB)

来源:arXiv cs.CL · arxiv.org