Name the specific true facts about reality you think these models are capturing that are at risk of being 'purified' by AI ethicists. List them.
Even trivial facts like in English "men chuckle, women giggle" has been used as examples of bias. That's not bias though, that's just how the English language works.
For example:
https://ai.googleblog.com/2020/04/a-scalable-approach-to-red...