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ResearchOctober 20, 2026

A Conditional No-Hair Theorem for Transformers: How Language Models Forget Their Prompt

arXiv:2610.24133v1 Announce Type: new Abstract: We ask how much an autoregressive transformer retains of its prompt after generating $t$ tokens. Consider two different prompts followed by the same continuation text, so that any difference in their hidden states comes from the…

Shuyang Xiang·arXiv — cs.AI
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  • 01.arXiv:2610.24133v1 Announce Type: new Abstract: We ask how much an autoregressive transformer retains of its prompt after generating $t$ tokens
  • 02.Consider two different prompts followed by the same continuation text, so that any difference in their hidden states comes from the…

This material is provided as an extended analytical summary.

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