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TopicsLLM Steering Mechanistic Interpretability Sparse Autoencoders Latent Knowledge in Language Models

Steering language models with honesty-related SAE features can reveal hidden objectives during auditing.

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We also briefly studied two additional techniques: steering with honesty-related SAE features and stage-wise model diffing (Bricken et al., 2024). We found both of these techniques to be ineffective for our auditing task, but did not investigate them in sufficient detail to be confident in our conclusions.

Auditing language models for hidden objectivesdeniespreprintextraction 0.55

Marks, Samuel et al. · arXiv.org · Mar 14, 2025 · original

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