2022
Conceptualizing Treatment Leakage in Text-based Causal Inference
NAACL 2022long
Causal inference methods that control for text-based confounders are becoming increasingly important in the social sciences and other disciplines where text is readily available. However, these methods rely on a critical assumption that there is no treatment leakage: that is, the text only contains…