The Confounder Trap: Treatment-Encoding Representations in Causal Inference with Text

Marie Neubrander, Graham Tierney, Alexander Volfovsky

Estimating causal effects of linguistic properties from observational text is difficult because the same document can contain both the treatment of interest and the non-treatment t…