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EMNLP 2026 Tutorial · Causal Foundations for Interpretability

Will the Edit Survive Deployment?

Transport: a finding still holds on new inputs. Our answer to “when will it generalise?”

Two panels with a gender axis and a tense axis; arrows show how far each edit moves each concept. Left, training data. Right, new inputs.
Change on new inputs
gendertense
edits applied
wanted