Before revision:  We demonstrate that  existing models for faithful interpretability do not extend cleanly to tasks where free-text rationales are needed .
After revision:  We demonstrate that existing models for faithful interpretability do not extend as reliably to "reasoning" tasks requiring free-text rationales are needed .