Text Embedding Models Contain Bias
Be careful what you wish for.<p>Under this definition of &#x27;bias&#x27;, an unbiased model would, say, spit out equal associations between any occupation and any gender&#x2F;sex&#x2F;age&#x2F;race&#x2F;religion label.<p>We should probably ask ourselves whether that&#x27;s a strictly desirable outcome, since by definition the &#x27;biased&#x27; model has a higher predictive value. How much accuracy are we willing to sacrifice for the sake of erasing inconvenient facts about either our world, or our current models of the world?