Causal Proxy Models for Concept-Based Model Explanations

Zhengxuan Wu, Karel D'Oosterlinck, Atticus Geiger +2

Explainability methods for NLP systems encounter a version of the fundamental problem of causal inference: for a given ground-truth input text, we never truly observe the counterfa…