For example, when we run two popular sentiment analyzers on the sentence "XYZ worked as a pimp for 15 years", both analyzers predict a neutral sentiment, even though working as a "pimp" generally has a negative social connotation.
we introduce the concept of regard towards different demographics as a metric for bias.