Can you nerf a model without hurting mech interp? Researchers weigh in

eliebakouch · x · 2026-11-10

An X discussion asks whether a model could be nerfed so precisely that general ML performance drops while mech interpretability research remains unaffected. Ex-Llama researcher Elie Bakouch suggests a naive approach: construct an objective that maximizes performance on normal tasks (or targets like interpretability) while minimizing it on the capability you want to nerf — though he admits it's likely too naive and the problem is genuinely hard.

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