Position: Mechanistic Interpretability Must Disclose Identification Assumptions for Causal Claims

Zezheng Lin, Fengming Liu

Mechanistic interpretability papers increasingly use causal vocabulary: circuits, mediators, causal abstraction, monosemanticity. Such claims require explicit identification assump…