This conclusion is based on the observation that a diagnostic classifier trained over the supposedly debiased data representations could still predict gender, age and race above chance level in their experimental setup.
the mean of sentences extracted from the model trained with adversarial training is closest to the neutral value 5, but independent ttests show that the differences between all classes are insignificant (p > 0.05).