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TopicsMechanistic Interpretability Large language models

Active SAE feature inspection can find examples for some queries that semantic search fails to find.

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However, inspecting active SAE features also works in settings where semantic search fails: investigating demonstrations of RM-sycophantic behaviors (e.g. transcripts in which the assistant generates a chocolate-containing recipe) or just the Assistant control token itself (see Sections 5.3.1 and 5.3.3).

Auditing language models for hidden objectivespreprintextraction 0.80

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

Section 5.4, broader comparison of SAE feature inspection and semantic search over many queries

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