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Mechanistic Interpretability · EP 1 · Jul 6, 2026

Transformers Are Hiding Their Backup Plans

This week in Mechanistic Interpretability

Papers covered

  • Self-repair breaks ablation scoring
  • Cheap multi-dim refusal subspaces
  • Sparse SAEs via expander graphs
  • Diffusion LMs hide a denoising clock
  • Steering vectors have hard limits

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Transformers Are Hiding Their Backup Plans — Mechanistic Interpretability | Sciport