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Just curious, but was it randomized which of the faces (darker/lighter) was on top, and which was on the bottom? It wasn't immediately apparent with the tests that were run after, but in both the Obama/McConnell and the 2 cohosts tests, the darker face was on top, which may be why there was an implicit bias towards the lighter face. If not that, the "racist" face detection can largely be boiled down to the algorithm being fed more training data of white people rather than black people, a consequence of darker skin tones comprising a minority of the population. As such the ML cropper will choose the face it has a higher confidence is a face. That could be the source of a racial skew.
youtube 2021-03-31T13:1… ♥ 1829
Coding Result
DimensionValue
Responsibilitydeveloper
Reasoningconsequentialist
Policynone
Emotionunclear
Coded at2026-04-26T23:09:12.988011
Raw LLM Response
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