How many concepts are single-neuron steerable? Sauers: good pretrain representation is the key

repligate · x · 2026-10-18

repligate asks Sauers to estimate the degrees of freedom implied by single-neuron-steerable categories. Sauers replies that complex or multi-attribute entities won't steer well, and that steerability likely works only for concepts with good representations in pretraining.

Related event: Researchers Probe Limits of Single-Neuron Steering and RL's Role(3 posts)→

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