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arXiv — cs.AI

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Distillation for Incrimination and Distillation for Capabilities

Powerful misaligned AI models might recognize alignment evaluations and strategically behave well on them, rendering direct audits uninformative. However, distilling such a model into a weaker benign student places the teacher in a Distillation Double Bind: if misalignment…

arXiv — cs.AIBy: Sebastian Prasanna, Jacqueline Tay, Alek WestoverOctober 9, 2026 (Oct 9)
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AI Summary & Key Takeaways

  • Powerful misaligned AI models might recognize alignment evaluations and strategically behave well on them, rendering direct audits uninformative
  • However, distilling such a model into a weaker benign student places the teacher in a Distillation Double Bind: if misalignment…
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Distillation for Incrimination and Distillation for Capabilities

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