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Distillation transmission experiments

Training a student model on a teacher model’s outputs to test whether traits pass through data that never mentions them.

Used in

  • Cloud et al 2025 - Subliminal learning
  • Nief et al 2026 - Subliminal learning is a LoRA artifact
  • Shumailov et al 2024 - Model collapse

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Around this method
Subliminal Learning: Language models transmit behavioral traits via hidden signals in dataSubliminal Learning is a LoRA ArtifactAI models collapse when trained on recursively generated dataWhat spreads between AI agents, and through which channels?This method

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Linked from

  • Subliminal Learning: Language models transmit behavioral traits via hidden signals in data
  • Subliminal Learning is a LoRA Artifact
  • AI models collapse when trained on recursively generated data
  • What spreads between AI agents, and through which channels?

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