Glossary · Term

ablation

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Definition

Plain language

Turning off part of a model on purpose to see what stops working.

As stated in the literature

Removing or zeroing out a model component (a head, layer, or feature) to test whether the rest of the network still produces the original behavior.

Also called: ablations, ablating, ablated

Why it matters: Ablations are how researchers establish that a component actually causes a behavior rather than just being correlated with it.

For example, researchers might switch off a particular attention head and check whether the model still solves arithmetic problems correctly.

Heard on the show

“And then he does something genuinely striking: starting from a fully ablated state — every shared head zeroed out, sycophantic agreement near one percent — he restores a single attention head.”
Episode 004 — The Sycophancy Circuit That Survives Alignment Training

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