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Lindsey et al.

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04:14
2026-07-27
lesswrong.com
machine-learning

You don't need error nodes, you need better features

A new training method called replacement-aware training produces sparse auto-encoders (SAEs) that retain language capabilities when used in a full replacement model of Gemma-2-2B, unlike standard SAEs…

05:58
2026-05-30
lesswrong.com
ai-safety

Belief manifolds, and how to steer along them

A BlueDot Technical AI Safety Project researcher reproduced a study from Goodfire demonstrating that language model representations form curved geometric manifolds, not simple linear directions. The w…

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