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TopicsSparse Autoencoders Mechanistic Interpretability

By early 2025, relatively little research had tested sparse autoencoders in practical downstream applications.

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While prior work has evaluated SAEs for interpretability and other desiderata (Gao et al., 2024; Karvonen et al., 2025), there has been limited work testing whether SAEs are practically useful in downstream applications (Marks et al., 2025; Karvonen et al., 2024).

Auditing language models for hidden objectivespreprintextraction 0.60

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

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