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EMNLP 2026 Tutorial · Causal Foundations for Interpretability

Diagnose the claim

A tool for writing: put any claim through it before it goes in a paper.

Warning: a claim’s rung is the strongest reading its verb admits. That reading is the danger for a reader; the key does not say the cited authors meant it.

Claim 1 of 9
    Rung the method reaches
    Strongest rung the verb admits
    Mismatch
    –

    Rung gap: the claim sits on a higher rung than its method reaches.

    Identifiability gap: the claim names a concept, and other directions fit the same evidence.

    Rung: a step on Pearl’s causal ladder, L1 the lowest.