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by disgruntledphd2
1951 days ago
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> I also believe any algorithm that isn't human-readable should be banned. If it can't be understood, nobody can validate that it isn't racist, sexist, or slanted towards encouraging violence and harm. I'm not sure a human-readable algorithm exists for ranking all the web pages in the world based on natural language input. In fact, I'm pretty sure such an algorithm does not, and potentially cannot, exist given the absolute failure of all approaches towards NLP that weren't based on absolute masses of text data and complex models. Are you willing to make Google 10% as effective to achieve your goal of a human-readable algorithm? |
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This generally has worked well. On the other hand, actually attempting to manipulate search results based on automated handling of content is what has given us countless of censorship debates or simply failure where even uncontroversial content is removed or downranked because it violated some sort of strange rule because it had a 'bad word' in it. On Facebook recently clothing ads for the disabled people were banned[1], because turns out the ML system only cared about the wheelchair, not the person in it.
It's actually fairly straight-forward to build recommender systems on transparent, graph-based algorithms and it gives you the added advantage of not discriminating in strange ways.
[1]https://www.nytimes.com/2021/02/11/style/disabled-fashion-fa...