New research explains you’ll get more right- or left-wing answers, depending on which AI model you ask.

From Pretraining Data to Language Models to Downstream Tasks: Tracking the Trails of Political Biases Leading to Unfair NLP Models https://aclanthology.org/2023.acl-long.656.pdf

Stefen Auris
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161Y

It’s the end result of training your AI on mountains of biased human thoughts

Not trying to be a smartass, but what’s the alternative?

Stefen Auris
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41Y

I guess shoving an encyclopedia into it. I’m not sure really, it is a good point. Perhaps AI bias is as inevitable as human bias…

interolivary
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81Y

Despite what you might assume, an encyclopedia wouldn’t be free from bias. It might not be as biased as, say, getting your training data from a dump of 4chan, but it’d absolutely still have bias. As an on-the-nose example, think about the definition of homosexuality; training on an older encyclopedia would mean the AI now thinks homosexuality is a crime.

RickRussell_CA
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41Y

And imagine how badly most encyclopedias would reflect on languages and cultures other than the one that made them.

radix
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21Y

The alternative is being extremely careful about what data you allow the LLM to learn from. Then it would have your bias, but hopefully that’ll be a less flagrantly racist bias.

RickRussell_CA
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51Y

Well, you can focus on rule-based/expert system style AI, a la WolframAlpha. Actually build algorithms to answer questions that are based on scientific fact and theory, rather than an approximated consensus of many sources of dubious origin.

Ooo, old school AI 😍

In our current cultural consciousness, I’m not sure that even qualifies as AI anymore. It’s all about neutral networks and machine learning nowadays.

FaceDeer
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81Y

Does there have to be one? It’d be nice if there were, of course, but this is currently the only way we know of to make these AIs.

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