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https://www.lesswrong.com/posts/5gQLrJr2yhPzMCcni/the-optimi...

The competition and test set will still have hidden biases due to the ontology you use.

Sufficient optimization pressure always eventually overcomes your bias control metrics, in the context of actual utility rather than other metrics.

It's well known in cryptography and security that all abstractions are leaky.




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