Mathias Gammelgaard

The Effect of Round-Trip Translation on Fairness in Sentiment Analysis

Sentiment analysis systems have been shown to exhibit sensitivity to protected attributes. Round-trip translation, on the other hand, has been shown to normalize text. We explore the impact of round-trip translation on the demographic parity of sentiment classifiers and show how round-trip translati…