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Notes on Towards Monosemanticity and Scaling Monosemanticity

tylercrosse.com · published 14 July 2026

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https://deepmind.google/blog/gemma-scope-helping-the-safety-community-shed-light-on-the-inner-workings-of-language-models/
deepmind.google
https://arxiv.org/abs/2503.09532
arxiv.org
https://arxiv.org/abs/2409.14507
arxiv.org
https://deepmindsafetyresearch.medium.com/negative-results-for-sparse-autoencoders-on-downstream-tasks-and-deprioritising-sae-research-6cadcfc125b9
deepmindsafetyresearch.medium.com
https://arxiv.org/abs/2506.23845
arxiv.org
https://www.neuronpedia.org/
neuronpedia.org
https://github.com/jbloomAus/SAELens
github.com
https://learn.arena.education/chapter1_transformer_interp/02_intro_mech_interp/
learn.arena.education
Towards Monosemanticity: Decomposing Language Models With Dictionary Learning Read at the source ↗
transformer-circuits.pub
Scaling Monosemanticity: Extracting Interpretable Features from Claude 3 Sonnet Read at the source ↗
transformer-circuits.pub
Elsewhere on tylercrosse.com (2)